Final Project

Assignment 1 - exploration of cases and concern data sets.

We would want to explore the data we received by the 5 core activities of data analysis that we learned in class.

Our question is of type exploratory - we would want to check if there are some relations between the different data sets we received.

We received the data sets:

Our first assignment is to explore the data, so we would want to start with that.
We will explore the data by doing some statistical analysis and plots for a better understanding, and for last we will try to present the results as best as we can.

Installations

Note: We have turned off the comments issued by the chunk, because they are only prints of the system and irrelevant

# install.packages("rtweet")
# install.packages("tidytext")
# install.packages("robotstxt")
# install.packages("lexicon")
# install.packages("stringr")
# install.packages("reshape")
#install.packages("multipanelfigure")

Libraries

Note: We have turned off the comments issued by the chunk, because they are only prints of the system and irrelevant.

library(reshape)
library(tidyverse)
library(robotstxt)
library(rvest)
library(magrittr)
library(lubridate)
library(tidymodels)
library(tidytext)
library(textrecipes)
library(glue)
library(countrycode)
library(plotly)
library(tools)
library(broom)
library(ggridges)
library(corrplot)

Q1

Scraping the data and organize it

Here is a link to the site from which the information on the corona cases was taken
https://en.wikipedia.org/wiki/Template:COVID-19_pandemic_data/United_States_medical_cases

First we check if the site allows us to access the table and perform web-scraping

paths_allowed("https://en.wikipedia.org/wiki/Template:COVID-19_pandemic_data/United_States_medical_cases")
## [1] TRUE

Note: We have turned off the comments issued by the chunk, because they are only prints of the system and irrelevant.


We will now perform web-scraping in order to extract thr table from the web

# wiki_url <- 'https://en.wikipedia.org/wiki/Template:COVID-19_pandemic_data/United_States_medical_cases'
# wiki_page <- read_html(wiki_url)
# Wiki_Cases <- wiki_page%>%
#   html_nodes ('#mw-content-text > div.mw-parser-output > div:nth-child(4) > table > tbody')%>%
#   html_table()
# Wiki_Cases <- as.data.frame(Wiki_Cases) # save the table as data frame
# Wiki_Cases
# saveRDS(Wiki_Cases, file = "data\\Wiki_Cases.rds")


Now we want to change the type of columns, it can be seen from the data frame that confirmed cases is chr and not numeric.
We will create a function to organize the data frame.

Wiki_Cases<- readRDS("data\\Wiki_Cases.rds")
country<- unlist(Wiki_Cases[1,]) # save vector first row for future use
Wiki_Cases <- Wiki_Cases %>%
  filter(!Date %in% c('Date','Total','Refs','Notes'))%>%
  # fiter for removing the header of the table which appears many times inside the table
  mutate(Date=dmy(Date),Date.1=dmy(Date.1))  # mutate function for set column date as type date


Function to convert all columns from char type to dbl type

casting_dbl<- function(df){
  columns_name <- colnames(df) # get column names of df as vector to go over by iterations 
  for(i in 1:length(columns_name))
    {
    # apart from date column which we handle earlier, each column type char convert to dbl 
    if(typeof(df[, columns_name[i]])=="character") 
      {df[,columns_name[i]]<- as.numeric(gsub(",", "", df[,columns_name[i]]))}
    # we use gsub function for removing coma from numbers
    else{next}
    }
  df[is.na(df)] = 0 # all places with NA will have now zeros
  return(df)
}


Function to convert change columns name

Brief description of the function :
1) Use a dictionary from the web which converts abbreviations of states to their names.
2) Replace spaces between two word with “_”
3) Change the name of some columns which have at the origin table sub columns


Here is a link for the origin of abbreviations dictionary ‘https://bit.ly/2ToSrFv

change_columns_names <- function(df , country){
  
        dict_abbrev<- read.csv('https://bit.ly/2ToSrFv')
        abv_country<- gsub(" ", "_", head(setdiff(country, colnames(df)),-2)) # extract difference 
        for (i in 1:length(abv_country)) 
        {if(abv_country[i] %in% dict_abbrev$abbreviation) # use %in% to look for country at abbreviations dict
          {abv_country[i]<- countrycode::countrycode(abv_country[i], 'abbreviation', 'state',custom_dict = dict_abbrev)}
        else{next}}
        
        abv_country<-gsub(" ", "_",abv_country) 
        search_for<- c('Date','Territories','Confirmed','Deaths','Recovered','Active') # columns with sub columns
        column_name <- colnames(df)
        res <- vector(mode="character", length=length(column_name)) # create new vector
        for (j in 1:length(search_for)) 
          {
          starts <-startsWith((column_name), search_for[j]) # use start with function to find name start with the same name
          for (i in 1:length(starts)) 
            {
            if(starts[i] == TRUE )
            {res[i] <-search_for[j]} # if TRUE means we find a match and we want to set the value at new vector 
          }
        }
        # now putting it all together
        for (i in 2:length(res)){
          if(res[i] == "") # if value is "" we didn't find a match so take from abv_country
          {res[i]<-paste(res[i], abv_country [i-1], sep = "")}
          
          else{res[i]<-paste(res[i], country[i], sep = "_")} # else append sub name column 
        }
        colnames(df)<-res
        return (df)
}


Call all function to clean table

Now we will apply all function together, to get a fresh new clean table.
Note: we found that the table also contains territories and city which not appear at dict_abbrev will append the separately

clean_data<- function(df){
  country<- case_when(
          country=="DC" ~ "Washington_D.C",
          country=="GU" ~ "Guam",
          country=="MP" ~ "Northern_Mariana_Islands",
          country=="PR" ~ "Puerto_Rico",
          country=="VI" ~ "Virgin_Islands",
          TRUE ~ country)
  
  df_casting_dbl<-casting_dbl(df)
  df_change_columns<- change_columns_names(df_casting_dbl, country)
  return (df_change_columns)
}
Cases<- clean_data(Wiki_Cases)
Cases
##           Date Alaska Arizona California Colorado Hawaii Idaho Montana
## 1   2020-01-21      0       0          0        0      0     0       0
## 2   2020-01-24      0       0          0        0      0     0       0
## 3   2020-01-25      0       0          1        0      0     0       0
## 4   2020-01-26      0       1          1        0      0     0       0
## 5   2020-01-30      0       0          0        0      0     0       0
## 6   2020-01-31      0       0          1        0      0     0       0
## 7   2020-02-01      0       0          0        0      0     0       0
## 8   2020-02-02      0       0          3        0      0     0       0
## 9   2020-02-05      0       0          0        0      0     0       0
## 10  2020-02-15      0       0          0        0      0     0       0
## 11  2020-02-20      0       0          2        0      0     0       0
## 12  2020-02-25      0       0          0        0      0     0       0
## 13  2020-02-26      0       0          1        0      0     0       0
## 14  2020-02-27      0       0          0        0      0     0       0
## 15  2020-02-28      0       0          1        0      0     0       0
## 16  2020-02-29      0       0          1        0      0     0       0
## 17  2020-03-01      0       0          5        0      0     0       0
## 18  2020-03-02      0       0          5        0      0     0       0
## 19  2020-03-03      0       1         12        0      0     0       0
## 20  2020-03-04      0       0          4        0      0     0       0
## 21  2020-03-05      0       0          8        2      0     0       0
## 22  2020-03-06      0       1         11        6      1     0       0
## 23  2020-03-07      0       2          8        0      0     0       0
## 24  2020-03-08      0       0         26        0      1     0       0
## 25  2020-03-09      0       0         19        4      0     0       0
## 26  2020-03-10      0       1         24        5      0     0       0
## 27  2020-03-11      0       3         20       17      0     0       1
## 28  2020-03-12      1       0         21       15      0     0       0
## 29  2020-03-13      0       0         49       28      0     1       3
## 30  2020-03-14      0       3         39       24      2     4       2
## 31  2020-03-15      0       0         49       30      3     0       1
## 32  2020-03-16      2       6         57       29      3     0       0
## 33  2020-03-17      3       2         80       23      4     3       2
## 34  2020-03-18      0       7        126       33      2     3       3
## 35  2020-03-19      3      17         77       61     10    12       4
## 36  2020-03-20      3      19        331       86     11     8       5
## 37  2020-03-21      2      41        218      112     11    12       6
## 38  2020-03-22      8      48        268      116      8     4       7
## 39  2020-03-23     14      82        265      129     21     3      11
## 40  2020-03-24      6      92        369      192     13    23       6
## 41  2020-03-25     17      75        433      174      5    50       2
## 42  2020-03-26     10     107        471      344     11    62      18
## 43  2020-03-27     16     157        795      304     14    45      50
## 44  2020-03-28     17     108        842      327     31    31      26
## 45  2020-03-29     12     146          0      246     24    49      14
## 46  2020-03-30      5     238       1120      320     29   105      16
## 47  2020-03-31     14     132       1169      339     20   110       7
## 48  2020-04-01     10     124       1223      376     34   148      33
## 49  2020-04-02      4     185       1036      386     27   218      24
## 50  2020-04-03     10     171       1510      445     34   122       5
## 51  2020-04-04     14     250       1325      392     32    64       0
## 52  2020-04-05     14     250       1412      385     20    24       0
## 53  2020-04-06      6     187        898      222     16    69      54
## 54  2020-04-07     22     119       1529      257     23    40      19
## 55  2020-04-08     13     151       1092      226     25    22      13
## 56  2020-04-09      9     292       1352      547      7   121      22
## 57  2020-04-10     11      94       1163      308     23    43      11
## 58  2020-04-11     11     281       1143      383     21    11      12
## 59  2020-04-12     15     146       1179      410     13    19      10
## 60  2020-04-13      5     163        554      388      5    27       7
## 61  2020-04-14      8     104        990      250     13    11       5
## 62  2020-04-15      8     156       1086      339     13   123       5
## 63  2020-04-16      7     272       1758      395     11    22      11
## 64  2020-04-17      9     273       1346      372     12    46       7
## 65  2020-04-18      5     212       1435      386     21    13       4
## 66  2020-04-19      5     210       1370      297      6     4       7
## 67  2020-04-20      2     135        645      376      4    64       0
## 68  2020-04-21      8     187       2283      341      2    30       4
## 69  2020-04-22      6     208       2135      431      6    36       2
## 70  2020-04-23      2     310       1973     -670      4    34       3
## 71  2020-04-24      2     276       1885      787      5    34       2
## 72  2020-04-25      0     235       1883      538      3    17       1
## 73  2020-04-26      2     246       1027      447      2    10       3
## 74  2020-04-27      4     190       1300      394      1    20       1
## 75  2020-04-28      6     232       1567      367      2    35       2
## 76  2020-04-29      4     254       1469      407      4    32       0
## 77  2020-04-30      0     446       2417      489      5    31       2
## 78  2020-05-01      9     314       1525      441      1    20       0
## 79  2020-05-02      1     402       1755      420      1    26       2
## 80  2020-05-03      3     276       1419      399      0    18       0
## 81  2020-05-04      2     279       1321      272      1    27       2
## 82  2020-05-05      1     386       1275      431      4    21      -1
## 83  2020-05-06      1     402       2603      412      1    31       0
## 84  2020-05-07      2     238       1799      520      3    20       0
## 85  2020-05-08      3     581       1898      437      0    27       2
## 86  2020-05-09      1     434       2049      522      2    25       0
## 87  2020-05-10      1     159       2119      318      1     0       0
## 88  2020-05-11      2     261       1259      174      2    30       1
## 89  2020-05-12      2     356       1443      228      1    33       2
## 90  2020-05-13      0     440       1759      250      3    31       1
## 91  2020-05-14      4     498       2023      343     -1    27       0
## 92  2020-05-15      1     495       1772      347      1    38       4
## 93  2020-05-16      4     462       1857      356      1    30       2
## 94  2020-05-17      4     306       2046      266      1     0       0
## 95  2020-05-18      3     233       1591      255      0    36       2
## 96  2020-05-19      0     396       1365      276      1    21       1
## 97  2020-05-20      3     331       2262      291      2    30       7
## 98  2020-05-21      0     418       2140      308      4    28       1
## 99  2020-05-22      2     293       2247      299     -5    61       0
## 100 2020-05-23      4     431       2187      455      1    31       0
## 101 2020-05-24      0     300       2079      200      0     0       0
## 102 2020-05-25      1     222       1848       84      0     0       0
## 103 2020-05-26      2     222       2175      267      0    73       0
## 104 2020-05-27      1     479       2247      232      1    32       2
## 105 2020-05-28     13     501       2717      318      3    38       4
## 106 2020-05-29      5     702       2189      414      2    34       8
## 107 2020-05-30      4     790       2992      495      2    36      12
## 108 2020-05-31     26     681       3705      282      1     0      10
## 109 2020-06-01      7     187       2423      160      0    67       4
## 110 2020-06-02     20    1127       2304      202      1    27       4
## 111 2020-06-03     18     973       2377      266      0    57       2
## 112 2020-06-04      8     530       2120      271      2    64      14
## 113 2020-06-05     11    1579       3094      251      9    57       2
## 114 2020-06-06     12    1119       3115      220      9    28      -1
## 115 2020-06-07      8    1438       2796      138      2     0       5
## 116 2020-06-08     19     789       2507      170      1    50       3
## 117 2020-06-09     10     618       2170      160      6    31       6
## 118 2020-06-10     20    1556       2702      128      3    40       7
## 119 2020-06-11     17    1412       3090      125      7    42       2
## 120 2020-06-12     15    1654       2702      175     14    51      10
## 121 2020-06-13     29    1540       3660      193     17    46      15
## 122 2020-06-14      7    1233       3212      115      5     0      13
## 123 2020-06-15      3    1014       2597      143      8    63       8
## 124 2020-06-16     12    2392       2108      129      4    78       5
## 125 2020-06-17     20    1827       3455      208      4    92      16
## 126 2020-06-18     12    2519       4084      215     18   111      25
## 127 2020-06-19     14    3246       4317      235     27   128      11
## 128 2020-06-20     21    3109       3893      155     14   135      32
## 129 2020-06-21     12    2592       4515      192     11     0      19
## 130 2020-06-22      6    2196       4230      159      2   248      17
## 131 2020-06-23     17    3593       5019      179      3   148       9
## 132 2020-06-24     14    1795       7149      236     16   243      23
## 133 2020-06-25     24    3056       5349      300     16   220      37
## 134 2020-06-26     20    3428       4890      298     15   283      26
## 135 2020-06-27     18    3593       5972      222      6   171      23
## 136 2020-06-28     29    3857       4810      282     27     0      11
## 137 2020-06-29     21     625       5307      175      1   433      56
## 138 2020-06-30     36    4682       6367      193     17   365      48
## 139 2020-07-01     38    4877       9740      289      9   253      49
## 140 2020-07-02     39    3333       7538      320     20   223      67
## 141 2020-07-03     46    4433       8040      262     29   401      45
## 142 2020-07-04     48    2695       6510      255     24   376      39
## 143 2020-07-05     27    3536       5410      198     24   363      45
## 144 2020-07-06     28    3352      11529      200      7   319      37
## 145 2020-07-07     18    3653       6090      368     41   487      78
## 146 2020-07-08     42    3520      11694      402     23   430      44
## 147 2020-07-09     46    4057       7031      408     36   459      95
## 148 2020-07-10     51    4221       7798      643     28   500     127
## 149 2020-07-11     62    3038       8047      398     42   577      84
## 150 2020-07-12     94    2537       8460      324     20   397      81
## 151 2020-07-13     60    1357       8358      318     23   500      85
## 152 2020-07-14     40    4273       7346      434     21   316     109
## 153 2020-07-15     52    3257      11126      463     28   727     144
## 154 2020-07-16     62    3259       8544      564     19   688     135
## 155 2020-07-17     40    3910       9986      570     23   619     135
## 156 2020-07-18     62    2742       9199      438     20   550     105
## 157 2020-07-19     79    2359       9329      343     27   571      62
## 158 2020-07-20     75    1559       6846      430     12   393      88
## 159 2020-07-21     92    3500       9231      476     25   556      91
## 160 2020-07-22     91    1926      12807      615     17   500     101
## 161 2020-07-23     60    2335      12040      601     55   414      97
## 162 2020-07-24     57    3357       9718      659     59   528     129
## 163 2020-07-25     89    3740      10066      806     71   563     221
## 164 2020-07-26    186    1973       8259      546     63   350      82
## 165 2020-07-27     98    1813       6891      226     28   517      39
## 166 2020-07-28    107    2107       6000      749     46   528      94
## 167 2020-07-29     68    2339       8755      477    108   457     201
## 168 2020-07-30     81    2525      10197      406    124   567     138
## 169 2020-07-31    112    3212       8086      594    122   475     151
## 170 2020-08-01    146    2992       6542      451     86   393     116
## 171 2020-08-02    144    1465       9032      450     45   230     112
## 172 2020-08-03     61    1030       5739      246    206   331      40
## 173 2020-08-04     53    1008       4526      404    143   559      81
## 174 2020-08-05     55    1698       5295      578    172   473     115
## 175 2020-08-06     35    1444       5258      445    151   692     173
## 176 2020-08-07     52    1406       8436      456    201   523     155
## 177 2020-08-08     77    1054       7371      427    231   573     132
## 178 2020-08-09     98     816       8373      284    152   176      63
## 179 2020-08-10     64     600       7751      284    140   429      65
## 180 2020-08-11     46    1214      12500      357    118   495      87
## 181 2020-08-12     60     706      11645      254    202   538     164
## 182 2020-08-13     82    1351       7085      415    354   498     139
## 183 2020-08-14    110     927       7934      308    231   542     134
## 184 2020-08-15     83     933      12614      293    282   304     118
## 185 2020-08-16    103     883       7873      333    217   183      91
## 186 2020-08-17     50     468       6469      190    173   282      42
## 187 2020-08-18     62     915       4636      249    134   384      54
## 188 2020-08-19     67     637       6164      263    260   370     110
## 189 2020-08-20     82     723       5920      314    235   424     116
## 190 2020-08-21     68     619       5585     3959    228   239     144
## 191 2020-08-22     89     996       6556      297    284   303     160
## 192 2020-08-23     64     208       6777      260    244   191      53
## 193 2020-08-24     69     311       4946      198    169   217      60
## 194 2020-08-25     33     859       4480      459    215   405     135
## 195 2020-08-26     52     186       6004      194    276   305     161
## 196 2020-08-27     80     680       4430      349    306   342     144
## 197 2020-08-28    117     519       5329      430    264   262     134
## 198 2020-08-29     90     629       4981      268    309   293     188
## 199 2020-08-30     44     374       6070      182    200   190      89
## 200 2020-08-31     37     174       4176      201    133   221      81
## 201 2020-09-01     35     507       3712      351    181   280      88
## 202 2020-09-02     66     519       4255      244    338   296     182
## 203 2020-09-03    102    1092       5125      268    211   263     180
## 204 2020-09-04    120     728       5106      368    271   269     148
## 205 2020-09-05     93     835       4956      334    220   281     145
## 206 2020-09-06     86     250       4905      285    162   190     100
## 207 2020-09-07     33     198       3091      213    104    74      52
## 208 2020-09-08     35      81       2676      187     66   240      65
## 209 2020-09-09     63     496       1616      246     98   329      87
## 210 2020-09-10    124     461       3338      265    169   307     195
## 211 2020-09-11     93     521       3326      307    167   333     122
## 212 2020-09-12    103     605       4107      415    129   217     140
## 213 2020-09-13     62     384       4625      417    112   112      96
## 214 2020-09-14     75     213       2855      375     79   253      86
## 215 2020-09-15     42     484       2235      400     65   278     139
## 216 2020-09-16     49     698       2950      587    102   283     185
## 217 2020-09-17    105    1753       3238      459    159   396     216
## 218 2020-09-18    109    1282       3630      605    112   470     224
## 219 2020-09-19     85     609       4304      606    109   288     292
## 220 2020-09-20     93     467       4265      501     77   244     136
## 221 2020-09-21     70     233       3294      542     56   410     130
## 222 2020-09-22     44     595       2630      654     63   446     271
## 223 2020-09-23     54     438       3146      616    167   396     212
## 224 2020-09-24    128     568       3170      548     90   491     330
## 225 2020-09-25    122     515       3400      709    112   523     322
## 226 2020-09-26    113     459       4197      584    127   539     343
## 227 2020-09-27    114     411       4071      569     98   205     200
## 228 2020-09-28    116     273       2955      411     87   422     306
## 229 2020-09-29    124     674       2162      535     87   511     311
## 230 2020-09-30    103     323       3200      511    120   614     347
## 231 2020-10-01    124     705       3062      682    105   513     429
## 232 2020-10-02    126     551       3590      680     86   677     355
## 233 2020-10-03    143     636       2159      657    133   464     501
## 234 2020-10-04    188     355       4293      521     70   262     279
## 235 2020-10-05    208     316       3055      461     50   458     212
## 236 2020-10-06    139     864       1677      654     83   660     500
## 237 2020-10-07    126     604       2764      731    108   671     716
## 238 2020-10-08    127     863       3575      863    101   673     614
## 239 2020-10-09    177     683       3806      834    154   662     722
## 240 2020-10-10    249     894       4170     1023     71   613     718
## 241 2020-10-11    255     597       3803      819    101   365     585
## 242 2020-10-12    191     475       3449      576     42   597     423
## 243 2020-10-13    151     684       2378     1048     61   584     486
## 244 2020-10-14    143     901       2666      692     99   645     599
## 245 2020-10-15    152    1113       3329     1141     90   718     723
## 246 2020-10-16    226     738       3075     1312     89  1094     662
## 247 2020-10-17    211     921       2979     1139     96   878     638
## 248 2020-10-18    220     742       2862      933     82   510     588
## 249 2020-10-19    202     748       3474     1072     37   698     569
## 250 2020-10-20    211    1040       3286     1208     88   873     703
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##     Territories_Guam Territories_Northern_Mariana_Islands
## 1                  0                                    0
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##     Territories_Puerto_Rico Territories_Virgin_Islands  Date_Date
## 1                         0                          0 2020-01-21
## 2                         0                          0 2020-01-24
## 3                         0                          0 2020-01-25
## 4                         0                          0 2020-01-26
## 5                         0                          0 2020-01-30
## 6                         0                          0 2020-01-31
## 7                         0                          0 2020-02-01
## 8                         0                          0 2020-02-02
## 9                         0                          0 2020-02-05
## 10                        0                          0 2020-02-15
## 11                        0                          0 2020-02-20
## 12                        0                          0 2020-02-25
## 13                        0                          0 2020-02-26
## 14                        0                          0 2020-02-27
## 15                        0                          0 2020-02-28
## 16                        0                          0 2020-02-29
## 17                        0                          0 2020-03-01
## 18                        0                          0 2020-03-02
## 19                        0                          0 2020-03-03
## 20                        0                          0 2020-03-04
## 21                        0                          0 2020-03-05
## 22                        0                          0 2020-03-06
## 23                        0                          0 2020-03-07
## 24                        0                          0 2020-03-08
## 25                        0                          0 2020-03-09
## 26                        0                          0 2020-03-10
## 27                        0                          0 2020-03-11
## 28                        0                          0 2020-03-12
## 29                        3                          1 2020-03-13
## 30                        1                          0 2020-03-14
## 31                        1                          0 2020-03-15
## 32                        0                          1 2020-03-16
## 33                        0                          0 2020-03-17
## 34                        0                          1 2020-03-18
## 35                        0                          0 2020-03-19
## 36                        9                          3 2020-03-20
## 37                        7                          0 2020-03-21
## 38                        2                         11 2020-03-22
## 39                        8                          0 2020-03-23
## 40                        8                          0 2020-03-24
## 41                       12                          0 2020-03-25
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## 43                       15                          2 2020-03-27
## 44                       21                          4 2020-03-28
## 45                       27                          0 2020-03-29
## 46                       47                          7 2020-03-30
## 47                       65                          0 2020-03-31
## 48                       47                          0 2020-04-01
## 49                       30                          7 2020-04-02
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## 59                      109                          0 2020-04-12
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## 66                       95                          2 2020-04-19
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## 68                       46                          0 2020-04-21
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## 70                       38                          0 2020-04-23
## 71                        0                          0 2020-04-24
## 72                        0                          1 2020-04-25
## 73                      -45                          4 2020-04-26
## 74                       18                          0 2020-04-27
## 75                       11                          0 2020-04-28
## 76                       33                          7 2020-04-29
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## 120                      40                          0 2020-06-12
## 121                      17                          0 2020-06-13
## 122                      11                          0 2020-06-14
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## 124                       2                          0 2020-06-16
## 125                       7                          1 2020-06-17
## 126                      10                          0 2020-06-18
## 127                       3                          0 2020-06-19
## 128                      32                          0 2020-06-20
## 129                       2                          3 2020-06-21
## 130                       7                          0 2020-06-22
## 131                      10                          0 2020-06-23
## 132                      27                          2 2020-06-24
## 133                       2                          2 2020-06-25
## 134                       4                          1 2020-06-26
## 135                      19                          0 2020-06-27
## 136                      22                          0 2020-06-28
## 137                      14                          0 2020-06-29
## 138                      55                          0 2020-06-30
## 139                      36                          9 2020-07-01
## 140                      38                          2 2020-07-02
## 141                      24                          6 2020-07-03
## 142                      26                         13 2020-07-04
## 143                      29                          1 2020-07-05
## 144                     225                          4 2020-07-06
## 145                      76                          0 2020-07-07
## 146                      24                          6 2020-07-08
## 147                      64                         22 2020-07-09
## 148                     116                          9 2020-07-10
## 149                      84                         14 2020-07-11
## 150                     148                         14 2020-07-12
## 151                     228                         25 2020-07-13
## 152                      93                         11 2020-07-14
## 153                     139                         26 2020-07-15
## 154                      76                          6 2020-07-16
## 155                     153                         14 2020-07-17
## 156                     189                         20 2020-07-18
## 157                     330                         14 2020-07-19
## 158                     220                          7 2020-07-20
## 159                     244                          4 2020-07-21
## 160                      75                         12 2020-07-22
## 161                     244                         16 2020-07-23
## 162                     220                          0 2020-07-24
## 163                     248                         16 2020-07-25
## 164                     194                          9 2020-07-26
## 165                     180                          3 2020-07-27
## 166                     169                         11 2020-07-28
## 167                     115                         10 2020-07-29
## 168                     220                          0 2020-07-30
## 169                      77                         21 2020-07-31
## 170                     546                         15 2020-08-01
## 171                     292                          0 2020-08-02
## 172                     278                         18 2020-08-03
## 173                     300                         24 2020-08-04
## 174                     271                         18 2020-08-05
## 175                     140                         20 2020-08-06
## 176                     406                         21 2020-08-07
## 177                     343                          6 2020-08-08
## 178                     361                         19 2020-08-09
## 179                     385                          0 2020-08-10
## 180                     286                         29 2020-08-11
## 181                     564                         63 2020-08-12
## 182                     110                         43 2020-08-13
## 183                     451                         22 2020-08-14
## 184                     339                         30 2020-08-15
## 185                     182                          7 2020-08-16
## 186                     472                         19 2020-08-17
## 187                     648                         36 2020-08-18
## 188                      81                         32 2020-08-19
## 189                     124                         41 2020-08-20
## 190                     438                         63 2020-08-21
## 191                     268                         28 2020-08-22
## 192                     195                         20 2020-08-23
## 193                     445                          4 2020-08-24
## 194                      70                         14 2020-08-25
## 195                      18                         32 2020-08-26
## 196                     459                         22 2020-08-27
## 197                     257                         23 2020-08-28
## 198                     260                         43 2020-08-29
## 199                     243                         11 2020-08-30
## 200                     247                          5 2020-08-31
## 201                     108                          5 2020-09-01
## 202                     358                          4 2020-09-02
## 203                     127                          1 2020-09-03
## 204                      32                          6 2020-09-04
## 205                     142                         17 2020-09-05
## 206                      26                         14 2020-09-06
## 207                     423                          9 2020-09-07
## 208                      96                          1 2020-09-08
## 209                       1                          0 2020-09-09
## 210                     459                          6 2020-09-10
## 211                     109                          4 2020-09-11
## 212                     241                         10 2020-09-12
## 213                     171                          9 2020-09-13
## 214                     208                          1 2020-09-14
## 215                     229                          4 2020-09-15
## 216                      46                          7 2020-09-16
## 217                     382                          6 2020-09-17
## 218                     479                          4 2020-09-18
## 219                     694                         15 2020-09-19
## 220                     262                         12 2020-09-20
## 221                     242                          0 2020-09-21
## 222                      88                          7 2020-09-22
## 223                      40                          0 2020-09-23
## 224                     717                         14 2020-09-24
## 225                     712                          6 2020-09-25
## 226                     296                          0 2020-09-26
## 227                     533                         21 2020-09-27
## 228                     660                          1 2020-09-28
## 229                     444                          0 2020-09-29
## 230                     199                          5 2020-09-30
## 231                     176                          3 2020-10-01
## 232                     329                          0 2020-10-02
## 233                     299                          1 2020-10-03
## 234                     230                          0 2020-10-04
## 235                     363                         -5 2020-10-05
## 236                     238                         -1 2020-10-06
## 237                      23                          1 2020-10-07
## 238                     352                          2 2020-10-08
## 239                     316                          0 2020-10-09
## 240                     232                          1 2020-10-10
## 241                     218                          0 2020-10-11
## 242                     228                          0 2020-10-12
## 243                     135                          3 2020-10-13
## 244                     490                         -1 2020-10-14
## 245                     318                          2 2020-10-15
## 246                     227                          0 2020-10-16
## 247                     119                          6 2020-10-17
## 248                     418                          0 2020-10-18
## 249                     427                          0 2020-10-19
## 250                     447                          2 2020-10-20
## 251                     132                          6 2020-10-21
## 252                      87                          3 2020-10-22
## 253                    1152                          0 2020-10-23
## 254                     116                          2 2020-10-24
## 255                     665                          0 2020-10-25
## 256                     461                          3 2020-10-26
## 257                     263                          2 2020-10-27
## 258                      66                          0 2020-10-28
## 259                     752                          0 2020-10-29
## 260                     574                          9 2020-10-30
## 261                     285                         16 2020-10-31
## 262                     403                          0 2020-11-01
## 263                     864                          7 2020-11-02
## 264                     345                          3 2020-11-03
## 265                      57                          0 2020-11-04
## 266                     294                          2 2020-11-05
## 267                     803                          0 2020-11-06
## 268                     586                          0 2020-11-07
## 269                     509                         15 2020-11-08
## 270                     475                          5 2020-11-09
## 271                     207                          3 2020-11-10
## 272                     118                          0 2020-11-11
## 273                    1169                         13 2020-11-12
## 274                     606                          8 2020-11-13
## 275                     600                          0 2020-11-14
## 276                     624                          0 2020-11-15
## 277                     481                         16 2020-11-16
## 278                     511                         13 2020-11-17
## 279                     241                          6 2020-11-18
## 280                     372                         13 2020-11-19
## 281                     874                          9 2020-11-20
## 282                     991                         13 2020-11-21
## 283                     967                          0 2020-11-22
## 284                     688                          3 2020-11-23
## 285                     293                         14 2020-11-24
## 286                     129                         15 2020-11-25
## 287                     509                          2 2020-11-26
## 288                    1372                          0 2020-11-27
## 289                     855                          0 2020-11-28
## 290                     116                          6 2020-11-29
## 291                     791                          6 2020-11-30
## 292                     659                         13 2020-12-01
## 293                     362                         26 2020-12-02
## 294                     340                          0 2020-12-03
## 295                     435                         44 2020-12-04
## 296                     849                         16 2020-12-05
## 297                    1113                          0 2020-12-06
## 298                     934                         31 2020-12-07
## 299                     562                         18 2020-12-08
## 300                     432                         35 2020-12-09
## 301                     422                          0 2020-12-10
## 302                    1533                         58 2020-12-11
## 303                     663                         16 2020-12-12
## 304                     550                          0 2020-12-13
## 305                     506                         21 2020-12-14
## 306                     320                         22 2020-12-15
## 307                     124                         28 2020-12-16
## 308                     991                         22 2020-12-17
## 309                    1292                         10 2020-12-18
## 310                    1107                         11 2020-12-19
## 311                     515                          0 2020-12-20
## 312                     367                         13 2020-12-21
## 313                    1003                         16 2020-12-22
## 314                     516                         17 2020-12-23
## 315                     288                         12 2020-12-24
## 316                     555                          0 2020-12-25
## 317                    1035                          0 2020-12-26
## 318                     804                          0 2020-12-27
## 319                     396                          0 2020-12-28
## 320                    1601                         31 2020-12-29
## 321                      80                         21 2020-12-30
## 322                     308                          5 2020-12-31
## 323                     677                          0 2021-01-01
## 324                     835                          6 2021-01-02
## 325                     237                          0 2021-01-03
## 326                     558                         13 2021-01-04
## 327                     501                         28 2021-01-05
## 328                     298                         23 2021-01-06
## 329                     211                         24 2021-01-07
## 330                    1759                         13 2021-01-08
## 331                     554                          0 2021-01-09
## 332                     350                          0 2021-01-10
## 333                     297                         23 2021-01-11
## 334                     888                         14 2021-01-12
## 335                     191                         38 2021-01-13
## 336                     108                         24 2021-01-14
## 337                     997                         10 2021-01-15
## 338                     479                          8 2021-01-16
## 339                     804                          0 2021-01-17
## 340                     461                          0 2021-01-18
## 341                     404                         23 2021-01-19
## 342                     119                         22 2021-01-20
## 343                     162                         16 2021-01-21
## 344                     450                         14 2021-01-22
## 345                     680                          6 2021-01-23
## 346                     908                          0 2021-01-24
## 347                     536                          9 2021-01-25
## 348                     437                         23 2021-01-26
## 349                     143                         11 2021-01-27
## 350                     260                         14 2021-01-28
## 351                     348                          9 2021-01-29
## 352                     411                         14 2021-01-30
## 353                     178                          0 2021-01-31
## 354                     549                          5 2021-02-01
## 355                     225                          4 2021-02-02
## 356                      84                         10 2021-02-03
## 357                     311                          9 2021-02-04
## 358                      59                          7 2021-02-05
## 359                     233                         10 2021-02-06
## 360                     458                          0 2021-02-07
## 361                     243                          7 2021-02-08
## 362                     189                         12 2021-02-09
## 363                      70                         20 2021-02-10
## 364                     102                         19 2021-02-11
## 365                     222                          0 2021-02-12
## 366                     321                         18 2021-02-13
## 367                     269                          0 2021-02-14
## 368                     203                          0 2021-02-15
## 369                     452                          3 2021-02-16
## 370                     108                         13 2021-02-17
## 371                      58                          7 2021-02-18
## 372                     102                         10 2021-02-19
## 373                     175                          4 2021-02-20
## 374                     203                          0 2021-02-21
## 375                     153                         10 2021-02-22
## 376                     136                         24 2021-02-23
## 377                      18                         10 2021-02-24
## 378                      85                         13 2021-02-25
## 379                     209                         10 2021-02-26
## 380                     134                          0 2021-02-27
## 381                     207                          0 2021-02-28
## 382                     239                         24 2021-03-01
## 383                     126                         25 2021-03-02
## 384                      22                          9 2021-03-03
## 385                      83                         10 2021-03-04
## 386                     175                         10 2021-03-05
## 387                     222                         11 2021-03-06
## 388                     284                          0 2021-03-07
## 389                     163                          9 2021-03-08
## 390                     110                         11 2021-03-09
## 391                      58                          6 2021-03-10
## 392                      32                          6 2021-03-11
## 393                     353                          0 2021-03-12
## 394                     120                          0 2021-03-13
## 395                     186                          0 2021-03-14
## 396                     148                          0 2021-03-15
## 397                     184                          0 2021-03-16
## 398                      58                          0 2021-03-17
## 399                      31                          0 2021-03-18
## 400                     265                          0 2021-03-19
## 401                     149                          0 2021-03-20
## 402                     285                          0 2021-03-21
## 403                     205                          0 2021-03-22
## 404                     173                        109 2021-03-23
## 405                     112                          1 2021-03-24
## 406                      41                         11 2021-03-25
## 407                     150                         13 2021-03-26
## 408                     289                          6 2021-03-27
## 409                     237                          0 2021-03-28
## 410                     313                          0 2021-03-29
## 411                     333                         11 2021-03-30
## 412                      98                         10 2021-03-31
## 413                     253                          3 2021-04-01
## 414                     328                          8 2021-04-02
## 415                     623                          0 2021-04-03
## 416                     470                          0 2021-04-04
## 417                     306                          6 2021-04-05
## 418                      87                          1 2021-04-06
## 419                      67                          8 2021-04-07
## 420                     232                         17 2021-04-08
## 421                     673                         17 2021-04-09
## 422                    1000                         10 2021-04-10
## 423                     680                          0 2021-04-11
## 424                     756                          7 2021-04-12
## 425                     769                          5 2021-04-13
## 426                     822                         12 2021-04-14
## 427                     241                          6 2021-04-15
## 428                     738                         11 2021-04-16
## 429                    1298                          2 2021-04-17
## 430                     828                          0 2021-04-18
## 431                     980                          3 2021-04-19
## 432                     831                         10 2021-04-20
## 433                     418                         10 2021-04-21
## 434                     387                          4 2021-04-22
## 435                     848                         12 2021-04-23
## 436                     946                         10 2021-04-24
## 437                     910                          0 2021-04-25
## 438                     657                          3 2021-04-26
## 439                     716                          0 2021-04-27
## 440                     275                         17 2021-04-28
## 441                     242                          6 2021-04-29
## 442                     660                          9 2021-04-30
## 443                     426                         13 2021-05-01
## 444                     601                          0 2021-05-02
## 445                     444                          4 2021-05-03
## 446                     465                         10 2021-05-04
## 447                     191                          0 2021-05-05
## 448                      93                         36 2021-05-06
## 449                     481                         22 2021-05-07
## 450                     402                         13 2021-05-08
## 451                     349                          0 2021-05-09
## 452                     288                         10 2021-05-10
## 453                     133                          3 2021-05-11
## 454                      47                         20 2021-05-12
## 455                      75                          5 2021-05-13
## 456                     312                          6 2021-05-14
## 457                     194                          3 2021-05-15
## 458                     205                          0 2021-05-16
## 459                     265                         18 2021-05-17
## 460                      83                          2 2021-05-18
## 461                      23                         18 2021-05-19
## 462                      52                         14 2021-05-20
## 463                     164                         24 2021-05-21
## 464                     152                          7 2021-05-22
## 465                     131                          0 2021-05-23
## 466                     182                         30 2021-05-24
## 467                      60                         16 2021-05-25
## 468                       9                         27 2021-05-26
## 469                      87                         16 2021-05-27
## 470                     107                         23 2021-05-28
## 471                      90                         10 2021-05-29
## 472                      90                          0 2021-05-30
## 473                      85                          0 2021-05-31
## 474                      49                         37 2021-06-01
## 475                       8                          0 2021-06-02
## 476                      20                         48 2021-06-03
## 477                      49                         25 2021-06-04
## 478                      47                          6 2021-06-05
## 479                      41                          0 2021-06-06
## 480                      50                         17 2021-06-07
## 481                      50                          0 2021-06-08
## 482                      10                         44 2021-06-09
## 483                      29                          0 2021-06-10
## 484                      61                         38 2021-06-11
## 485                       0                          0 2021-06-12
##     Confirmed_Daily Confirmed_Total Deaths_Daily Deaths_Total Recovered_Daily
## 1                 1               1            0            0               0
## 2                 1               2            0            0               0
## 3                 1               3            0            0               0
## 4                 2               5            0            0               0
## 5                 1               6            0            0               0
## 6                 1               7            0            0               0
## 7                 1               8            0            0               0
## 8                 3              11            0            0               0
## 9                 1              12            0            0               0
## 10                0              12            0            0               3
## 11                2              14            0            0               2
## 12                0              14            0            0               1
## 13                1              15            0            0               0
## 14                0              15            0            0               0
## 15                4              19            0            0               0
## 16                5              24            1            1               1
## 17               18              42            1            2               2
## 18               15              57            4            6               0
## 19               28              85            3            9               0
## 20               26             111            2           11               0
## 21               64             175            0           11               0
## 22               77             252            3           14               6
## 23              101             353            5           19               0
## 24              144             497            2           21               0
## 25              148             645            5           26               0
## 26              291             936            5           31               0
## 27              269            1205            6           37               0
## 28              393            1598            4           41               0
## 29              565            2163            8           49               1
## 30              662            2825            7           56              33
## 31              676            3501            6           62              11
## 32              872            4373           14           76              15
## 33             1291            5664           21           97              32
## 34             2410            8074           26          123               0
## 35             3948           12022           52          175               2
## 36             5417           17439           55          230              38
## 37             6271           23710           68          298              24
## 38             8631           32341          110          408               7
## 39            10410           42751          111          519             118
## 40             9939           52690          162          681              83
## 41            12226           64916          225          906              15
## 42            17050           81966          253         1159            1470
## 43            19046          101012          433         1592             601
## 44            20093          121105          447         2039             766
## 45            19118          140223          392         2431            1328
## 46            20463          160686          555         2986             947
## 47            25305          185991          821         3807            1745
## 48            26756          212747          940         4747            1627
## 49            28879          241626         1075         5822            1525
## 50            32525          274151         1185         7007            1880
## 51            33725          307876         1353         8360            2542
## 52            25717          333593         1175         9535            3152
## 53            29359          362952         1212        10747            1596
## 54            30512          393464         1927        12674            2101
## 55            32282          425746         1936        14610            1217
## 56            34243          459989         1856        16466            3037
## 57            33578          493567         2078        18544            1386
## 58            31869          525436         1899        20443            3139
## 59            28057          553493         1493        21936            2181
## 60            24685          578178         1462        23398            4314
## 61            25987          604165         2378        25776            1872
## 62            29465          633630         2438        28214            9888
## 63            32076          665706         2141        30355            9046
## 64            30915          696621         2080        32435            2756
## 65            28084          724705         1743        34178            7775
## 66            26013          750718         1634        35812            2727
## 67            25132          775850         1643        37455            1377
## 68            25178          801028         2624        40079           10534
## 69            29246          830274         2119        42198            1127
## 70            31277          861551         1840        44038            1872
## 71            35930          897481         2053        46091           24510
## 72            34782          932263         1825        47916            7730
## 73            26858          959121         1161        49077             619
## 74            22042          981163         1237        50314           20209
## 75            24359         1005522         2204        52518            3248
## 76            25869         1031391         2536        55054            5173
## 77            29637         1061028         2083        57137            8326
## 78            32964         1093992         1794        58931            5826
## 79            30531         1124523         1668        60599           12162
## 80            25382         1149905         1117        61716            4538
## 81            21278         1171183          877        62593            9805
## 82            22226         1193409         2435        65028           12560
## 83            24805         1218214         2701        67729           12456
## 84            27514         1245728         1971        69700            4166
## 85            27095         1272823         1695        71395            6353
## 86            25537         1298360         1555        72950           14475
## 87            20687         1319047          945        73895           18258
## 88            17777         1336824          840        74735            5889
## 89            21436         1358260         1591        76326           34521
## 90            20481         1378741         1715        78041           13513
## 91            26742         1405483         1858        79899            7768
## 92            25335         1430818         1524        81423            8215
## 93            24482         1455300         1231        82654           12990
## 94            19692         1474992          785        83439            7157
## 95            21100         1496092          792        84231            9994
## 96            19658         1515750         1425        85656            4797
## 97            22344         1538094         1528        87184            8896
## 98            24942         1563036         1286        88470           12093
## 99            22209         1585245         1262        89732           21032
## 100           22695         1607940         1089        90821           43713
## 101           20243         1628183          646        91467            4788
## 102           18543         1646726          504        91971           12968
## 103           16653         1663379          634        92605           15299
## 104           18666         1682045         1379        93984           10161
## 105           22980         1705025         1216        95200            8595
## 106           23497         1728522         1175        96375           20844
## 107           23826         1752348          979        97354           15669
## 108           21686         1774034          605        97959           64629
## 109           16040         1790074          478        98437           15549
## 110           20039         1810113         1039        99476           30558
## 111           19679         1829792         1004       100480           42696
## 112           20975         1850767          909       101389           23582
## 113           23288         1874055          849       102238           26394
## 114           23381         1897436          725       102963           13248
## 115           18535         1915971          448       103411            9814
## 116           16301         1932272          491       103902           11772
## 117           17180         1949452          926       104828           15382
## 118           20246         1969698          861       105689           19632
## 119           17848         1987546          812       106501            7592
## 120           24422         2011968          758       107259           25848
## 121           25942         2037910          654       107913           12172
## 122           21141         2059051          345       108258           15944
## 123           18307         2077358          384       108642           19816
## 124           23048         2100406          739       109381           13175
## 125           23620         2124026          742       110123           15755
## 126           27082         2151108          694       110817           12198
## 127           30927         2182035          682       111499           25067
## 128           31963         2213998          550       112049           16880
## 129           28095         2242093          283       112332            7414
## 130           26558         2268651          292       112624           22574
## 131           33315         2301966          766       113390           17474
## 132           37945         2339911          688       114078           20202
## 133           38853         2378764          644       114722           11688
## 134           44726         2423490          598       115320           16410
## 135           43581         2467071          507       115827           12734
## 136           40691         2507762          250       116077           12019
## 137           36390         2544152          338       116415           23721
## 138           43865         2588017          613       117028           26157
## 139           52609         2640626          670       117698           21346
## 140           54869         2695495          671       118369           26411
## 141           57209         2752704          610       118979           44397
## 142           50693         2803397          273       119252           24917
## 143           42953         2846350          212       119464           29159
## 144           46733         2893083          234       119698           35383
## 145           51108         2944191          917       120615           29916
## 146           62459         3006650          813       121428           37816
## 147           57443         3064093          868       122296           33749
## 148           67021         3131114          855       123151           34067
## 149           62408         3193522          718       123869           29951
## 150           60964         3254486          477       124346           26638
## 151           57936         3312422          282       124628           32385
## 152           61834         3374256          785       125413           50726
## 153           65370         3439626          873       126286           45767
## 154           69984         3509610          924       127210           33671
## 155           76091         3585701          936       128146           61600
## 156           65389         3651090          879       129025           33986
## 157           63591         3714681          512       129537           27119
## 158           55896         3770577          390       129927           47651
## 159           63496         3834073         1039       130966           36594
## 160           68377         3902450         1103       132069           56054
## 161           70719         3973169         1082       133151           36980
## 162           74360         4047529         1150       134301           48457
## 163           65944         4113473          985       135286           33618
## 164           58631         4172104          552       135838           28437
## 165           54806         4226910         1079       136917           46474
## 166           58540         4285450         1144       138061           49291
## 167           63255         4348705         1449       139510           59150
## 168           68543         4417248         1231       140741           39921
## 169           66364         4483612         1323       142064           42607
## 170           60817         4544429         1207       143271           35331
## 171           53561         4597990          462       143733           17314
## 172           41963         4639953          505       144238           66581
## 173           51185         4691138         1265       145503           34882
## 174           51884         4743022         1328       146831           58457
## 175           53305         4796327         1248       148079           36531
## 176           60184         4856511         1287       149366           40299
## 177           55692         4912203         1109       150475           21503
## 178           48769         4960972          554       151029           26231
## 179           40171         5001143          432       151461           51233
## 180           54443         5055586         1334       152795           39414
## 181           55170         5110756         1486       154281           57255
## 182           51335         5162091         1149       155430           30601
## 183           55057         5217148         1234       156664           31943
## 184           55348         5272496         1190       157854           25041
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## 186           37240         5351917          400       158870           50863
## 187           39794         5391711         1205       160075           37511
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## 189           43027         5478536         1122       162566           33579
## 190           49743         5528279         1113       163679           31508
## 191           46183         5574462         1013       164692           20662
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## 193           33618         5644502          348       165594           50918
## 194           36047         5680549         1136       166730           36301
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## 199           36939         5893373          434       171558           16928
## 200           31658         5925031          399       171957           30536
## 201           41535         5966566         1021       172978           40650
## 202           37630         6004196         1016       173994           50119
## 203           42973         6047169         1066       175060           48957
## 204           50183         6097352          979       176039           80580
## 205           43725         6141077          903       176942           30431
## 206           33174         6174251          442       177384           18970
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## 211           43811         6333295         1004       181144           38002
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## 214           33252         6441587          397       182732           52877
## 215           34364         6475951         1027       183759           40260
## 216           39095         6515046         1007       184766           51072
## 217           42592         6557638          852       185618           35881
## 218           47136         6604774          902       186520           36855
## 219           43628         6648402          716       187236           31799
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## 223           37666         6807987         1140       189822           52797
## 224           42917         6850904          909       190731           38668
## 225           48567         6899471          883       191614           43144
## 226           45752         6945223          846       192460           43389
## 227           34892         6980115          301       192761           36348
## 228           33189         7013304          257       193018           49180
## 229           37368         7050672          745       193763           39047
## 230           43119         7093791         1017       194780           51023
## 231           43979         7137770          861       195641           36915
## 232           48249         7186019          820       196461           40203
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## 235           37737         7308801          341       197910           46040
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## 237           46477         7394030          899       199435           47835
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## 256           62938         8502621          435       213138           61326
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## 258           75605         8647878         1008       215052           55248
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## 262           72226         8987032          414       218319           41167
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## 265          100456         9254499         1075       220944           55849
## 266          113498         9367997         1132       222076           48453
## 267          131084         9499081         1160       223236           50736
## 268          128546         9627627         1045       224281           50536
## 269          102444         9730071          471       224752           41676
## 270          119825         9849896          600       225352           69190
## 271          128772         9978668         1366       226718           48721
## 272          139231        10117899         1462       228180           47348
## 273          149472        10267371         1115       229295           79441
## 274          166850        10434221         1227       230522           61026
## 275          159725        10593946         1281       231803          101885
## 276          138231        10732177          661       232464           46205
## 277          148947        10881124          656       233120           82068
## 278          154500        11035624         1510       234630           68492
## 279          157005        11192629         1756       236386           79200
## 280          178160        11370789         1956       238342           76492
## 281          187600        11558389         1809       240151           72835
## 282          170981        11729370         1406       241557           87524
## 283          143863        11873233          883       242440           48693
## 284          157518        12030751          915       243355           96400
## 285          158322        12189073         2019       245374           87744
## 286          178040        12367113         2165       247539          168596
## 287          118289        12485402         1257       248796           41592
## 288          194300        12679702         1316       250112           98710
## 289          147831        12827533         1156       251268           95657
## 290          129897        12957430          817       252085           65964
## 291          148440        13105870         1107       253192          115676
## 292          169319        13275189         2388       255580          110139
## 293          190410        13465599         2662       258242          129329
## 294          201605        13667204         2647       260889           99080
## 295          215957        13883161         2436       263325           97455
## 296          204126        14087287         2275       265600          128856
## 297          170846        14258133         1080       266680           67855
## 298          185999        14444132         1331       268011          126653
## 299          192941        14637073         2617       270628          104823
## 300          200163        14837236         3043       273671          139342
## 301          206805        15044041         2787       276458          104454
## 302          221389        15265430         2806       279264          176554
## 303          210495        15475925         2326       281590          136906
## 304          177266        15653191         1410       283000           80114
## 305          190792        15843983         1408       284408          147224
## 306          178336        16022319         2824       287232          136190
## 307          217049        16239368         3331       290563          162882
## 308          215435        16454803         3304       293867          120322
## 309          226197        16681000         2681       296548          103229
## 310          192923        16873923         2644       299192          151159
## 311          179717        17053640         1508       300700           76637
## 312          177696        17231336         1486       302186          180414
## 313          174220        17405556         3037       305223          142601
## 314          206596        17612152         3251       308474          156769
## 315          190985        17803137         2790       311264          117257
## 316          125903        17929040         1397       312661           38588
## 317          176189        18105229         1356       314017          152790
## 318          143519        18248748         1330       315347           85374
## 319          161248        18409996         1509       316856          200852
## 320          178188        18588184         3268       320124          147745
## 321          206176        18794360         3572       323696          154322
## 322          211433        19005793         3171       326867          127012
## 323          174071        19179864         2444       329311           50035
## 324          258867        19438731         2252       331563          185546
## 325          207306        19646037         1370       332933           75571
## 326          165938        19811975         1608       334541          299554
## 327          202188        20014163         3424       337965          125704
## 328          225048        20239211         3670       341635          161926
## 329          250394        20489605         3916       345551          119175
## 330          274627        20764232         3555       349106          116632
## 331          247540        21011772         3437       352543          133129
## 332          210847        21222619         2004       354547           90412
## 333          194432        21417051         1706       356253          196971
## 334          196879        21613930         4013       360266          135567
## 335          203885        21817815         3824       364090          159008
## 336          203456        22021271         3690       367780          137083
## 337          225921        22247192         3531       371311          116850
## 338          198325        22445517         3555       374866          114675
## 339          179062        22624579         1916       376782           84707
## 340          138178        22762757         1345       378127          123334
## 341          139065        22901822         2095       380222          235167
## 342          168347        23070169         4137       384359          181864
## 343          168478        23238647         3865       388224          132275
## 344          175347        23413994         3787       392011          121728
## 345          159728        23573722         3321       395332          108230
## 346          130885        23704607         1910       397242           78690
## 347          130142        23834749         1612       398854          207721
## 348          129487        23964236         3547       402401          150053
## 349          134837        24099073         3907       406308          175344
## 350          140584        24239657         3759       410067          127370
## 351          145089        24384746         3304       413371          129445
## 352          134828        24519574         2823       416194          129378
## 353          107473        24627047         1949       418143           74893
## 354          115393        24742440         1549       419692          225687
## 355          102288        24844728         3275       422967          120892
## 356           97157        24941885         3477       426444          156356
## 357          107383        25049268         4955       431399          124851
## 358          115891        25165159         3399       434798          114540
## 359          100225        25265384         2817       437615          122348
## 360           86728        25352112         1396       439011           85871
## 361           77612        25429724         1283       440294          158196
## 362           79507        25509231         2766       443060          126633
## 363           83019        25592250         3152       446212          188106
## 364           90490        25682740         3735       449947          103496
## 365           88881        25771621         5369       455316          109493
## 366           80053        25851674         3296       458612          112814
## 367           64291        25915965         1282       459894           71162
## 368           51851        25967816         1073       460967          132337
## 369           52345        26020161         1298       462265          122793
## 370           56986        26077147         2256       464521          117079
## 371           57907        26135054         2530       467051          106924
## 372           66087        26201141         2333       469384          100302
## 373           62612        26263753         1968       471352           95549
## 374           50719        26314472         1240       472592           73918
## 375           50453        26364925         1278       473870          140950
## 376           56513        26421438         2165       476035           98377
## 377           62967        26484405         2321       478356          127812
## 378           66660        26551065         3027       481383           95124
## 379           65380        26616445         2024       483407           98615
## 380           61810        26678255         1744       485151           98455
## 381           48416        26726671         1073       486224           61783
## 382           46496        26773167         1208       487432          123226
## 383           45649        26818816         1662       489094           87790
## 384           57834        26876650         2271       491365           98003
## 385           56827        26933477         1680       493045           90117
## 386           60599        26994076         2089       495134           89887
## 387           53251        27047327         1553       496687           90586
## 388           37626        27084953          749       497436           62741
## 389           38585        27123538          562       497998          112978
## 390           46090        27169628         1623       499621          100044
## 391           53130        27222758         1385       501006           90592
## 392           53128        27275886         1477       502483          157028
## 393           59436        27335322         1626       504109         1233922
## 394           46410        27381732          746       504855           77376
## 395           34840        27416572          509       505364           60641
## 396           44275        27460847          649       506013          117314
## 397           44619        27505466         1040       507053           53838
## 398           53020        27558486         1089       508142          106886
## 399           55038        27613524         1494       509636           76524
## 400           57106        27670630         1374       511010           86526
## 401           49936        27720566          735       511745           73292
## 402           36132        27756698          438       512183           70635
## 403           46947        27803645          863       513046           91751
## 404           47664        27851309          800       513846          193582
## 405           56242        27907551         1281       515127           93294
## 406           57866        27965417         1236       516363           63330
## 407           64723        28030140         1252       517615           79059
## 408           54998        28085138          798       518413           73236
## 409           43104        28128242          531       518944           62380
## 410           58606        28186848          511       519455           98336
## 411           53634        28240482          843       520298           77576
## 412           60026        28300508         1090       521388           86666
## 413           67270        28367778          877       522265           80929
## 414           61895        28429673          923       523188           71244
## 415           60216        28489889          768       523956           68950
## 416           36188        28526077          294       524250           52118
## 417           61995        28588072          383       524633           76815
## 418           53403        28641475          799       525432           98703
## 419           66295        28707770         2510       527942           84318
## 420           70347        28778117          943       528885           66330
## 421           72398        28850515          874       529759           73897
## 422           62082        28912597          767       530526           76823
## 423           44448        28957045          292       530818           56933
## 424           57890        29014935          393       531211           80334
## 425           66235        29081170          865       532076           65554
## 426           64685        29145855          771       532847           69751
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## 428           70917        29280938          859       534599           65207
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## 430           40941        29380296          345       535639           55897
## 431           57364        29437660          432       536071           82234
## 432           49952        29487612          785       536856           62072
## 433           55847        29543459          818       537674           71899
## 434           58774        29602233          829       538503           59224
## 435           56626        29658859          813       539316           59389
## 436           47774        29706633          693       540009           43827
## 437           31238        29737871          297       540306           39957
## 438           38880        29776751          414       540720           95958
## 439           43079        29819830          608       541328           46124
## 440           48254        29868084          886       542214           62834
## 441           50962        29919046          779       542993           56827
## 442           51006        29970052          815       543808           68568
## 443           43156        30013208          720       544528           67785
## 444           27643        30040851          361       544889           45873
## 445           40971        30081822          387       545276           85593
## 446           36877        30118699          801       546077           56996
## 447           38227        30156926          759       546836           68925
## 448           39575        30196501          734       547570           70097
## 449           42587        30239088          816       548386          219346
## 450           31853        30270941          680       549066           81114
## 451           21133        30292074          266       549332           33841
## 452           30478        30322552          320       549652           67715
## 453           29570        30352122          645       550297           50711
## 454           30260        30382382          734       551031           62091
## 455           33607        30415989          666       551697           46970
## 456           34670        30450659          705       552402           45622
## 457           26815        30477474          489       552891          385799
## 458           15829        30493303          313       553204           37400
## 459           23774        30517077          348       553552           66289
## 460           23623        30540700          813       554365           51018
## 461           25421        30566121          598       554963           45853
## 462           25465        30591586          619       555582           59471
## 463           25259        30616845          684       556266           40778
## 464           18269        30635114          478       556744           71813
## 465           13554        30648668          194       556938           31013
## 466           20047        30668715          342       557280           61675
## 467           19947        30688662          655       557935           42512
## 468           20765        30709427          927       558862           55826
## 469           20180        30729607         1146       560008           39611
## 470           22781        30752388          716       560724           65161
## 471           11370        30763758          282       561006           51921
## 472            7477        30771235          129       561135           21923
## 473            4954        30776189          130       561265           22956
## 474           19211        30795400          554       561819           77078
## 475           13844        30809244          559       562378           45593
## 476           15412        30824656          548       562926           39064
## 477           17988        30842644          554       563480           29420
## 478           10439        30853083          398       563878           48496
## 479            6009        30859092          343       564221           19246
## 480           12447        30871539          263       564484           54922
## 481           12126        30883665          368       564852           43204
## 482           14362        30898027          424       565276           33228
## 483            7517        30905544          383       565659           24303
## 484           23662        30929206          738       566397           67930
## 485               0               0            0            0               0
##     Recovered_Total Active_Total
## 1                 0            1
## 2                 0            2
## 3                 0            3
## 4                 0            5
## 5                 0            6
## 6                 0            7
## 7                 0            8
## 8                 0           11
## 9                 0           12
## 10                3            9
## 11                5            9
## 12                6            8
## 13                6            9
## 14                6            9
## 15                6           13
## 16                7           16
## 17                9           31
## 18                9           42
## 19                9           67
## 20                9           91
## 21                9          155
## 22               15          223
## 23               15          319
## 24               15          461
## 25               15          604
## 26               15          890
## 27               15         1153
## 28               15         1542
## 29               16         2098
## 30               49         2720
## 31               60         3379
## 32               75         4222
## 33              107         5460
## 34              107         7844
## 35              109        11738
## 36              147        17062
## 37              171        22941
## 38              178        31755
## 39              296        41936
## 40              379        51630
## 41              394        63616
## 42             1864        78943
## 43             2465        96955
## 44             3231       115835
## 45             4559       133233
## 46             5506       152194
## 47             7251       174933
## 48             8878       199122
## 49            10403       225401
## 50            12283       254861
## 51            14825       284691
## 52            17977       306081
## 53            19573       332632
## 54            21674       359116
## 55            22891       388245
## 56            25928       417595
## 57            27314       447709
## 58            30453       474540
## 59            32634       498923
## 60            36948       517832
## 61            38820       539569
## 62            48708       556708
## 63            57754       577597
## 64            60510       603676
## 65            68285       622242
## 66            71012       643894
## 67            72389       666006
## 68            82923       715481
## 69            84050       704026
## 70            85922       731591
## 71           110432       740958
## 72           118162       766185
## 73           118781       791263
## 74           138990       791859
## 75           142238       810766
## 76           147411       828926
## 77           155737       848154
## 78           161563       873498
## 79           173725       890199
## 80           178263       909926
## 81           188068       920522
## 82           200628       920522
## 83           213084       937401
## 84           217250       958778
## 85           223603       977825
## 86           238078       987332
## 87           256336       988816
## 88           262225       999864
## 89           296746       985188
## 90           310259       990441
## 91           318027      1007557
## 92           326242      1023153
## 93           339232      1033414
## 94           346389      1045164
## 95           356383      1055478
## 96           361180      1068914
## 97           370076      1080834
## 98           382169      1092397
## 99           403201      1092312
## 100          446914      1070205
## 101          451702      1085014
## 102          464670      1090085
## 103          479969      1090805
## 104          490130      1097931
## 105          498725      1111100
## 106          519569      1112578
## 107          535238      1119756
## 108          599867      1076208
## 109          615416      1076221
## 110          645974      1064663
## 111          688670      1040642
## 112          712252      1037126
## 113          738646      1033171
## 114          751894      1042579
## 115          761708      1050852
## 116          773480      1054890
## 117          788862      1055762
## 118          808494      1055515
## 119          816086      1064959
## 120          841934      1062775
## 121          854106      1075891
## 122          870050      1080743
## 123          889866      1078850
## 124          903041      1087984
## 125          918796      1095107
## 126          930994      1109297
## 127          956061      1114475
## 128          972941      1129008
## 129          980355      1149406
## 130         1002929      1153908
## 131         1020403      1168173
## 132         1040605      1185228
## 133         1052293      1211749
## 134         1068703      1239467
## 135         1081437      1269807
## 136         1093456      1298229
## 137         1117177      1310560
## 138         1143334      1327655
## 139         1164680      1358248
## 140         1191091      1386035
## 141         1235488      1398237
## 142         1260405      1423740
## 143         1289564      1437322
## 144         1324947      1448438
## 145         1354863      1468713
## 146         1392679      1492543
## 147         1426428      1515369
## 148         1460495      1547468
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## 485               0            0
# cases is sorted by columns names so we take region by [:]
West<-colnames(Cases)[2:14]
Midwest<-colnames(Cases)[15:27]
South<-colnames(Cases)[28:40]
Northeast<-colnames(Cases)[41:52]
Territories<-colnames(Cases)[53:56]


Exploration

We will have a glimpse over the data for a better understanding.

# glimpse(Cases)

We can see that the cases data frame has 2 different data frames:

We noticed there are only 2 data types:


Separating to different data frames.

For start We would want to separate the 2 data frames for easier working.
After that, we would want to do some calculations over the regions of the states, so we will create separated data frames for each region, and a data frame of the states cases by each region.

index1 <- c(1, 58:64)
Total_Df <- Cases %>% 
  select(all_of(index1))

index2 <- c(1:56)
Cases_States <- Cases %>% 
  select(all_of(index2))

We now have two data frames with different roles.


Let’s check the dimensions of the df.

dim(Cases_States)
## [1] 485  56
dim(Total_Df)
## [1] 485   8

All the data frames have 484 rows that represent the date of cases.
The cases data frame have 56 variables that represent the states and territories.
The total_df data frame has 8 variables that represents total amount of cases.
We know that the rows represent data that was collected in each day , so we will check the top and bottom of the data to understand when it starts and when it ends.


Lets see the top and bottom of the cases states data frame

Cases_States <- Cases_States %>% 
  arrange(Date) 

head(Cases_States, 5)
##         Date Alaska Arizona California Colorado Hawaii Idaho Montana New_Mexico
## 1 2020-01-21      0       0          0        0      0     0       0          0
## 2 2020-01-24      0       0          0        0      0     0       0          0
## 3 2020-01-25      0       0          1        0      0     0       0          0
## 4 2020-01-26      0       1          1        0      0     0       0          0
## 5 2020-01-30      0       0          0        0      0     0       0          0
##   Nevada Oregon Utah Washington Wyoming Iowa Illinois Indiana Kansas Michigan
## 1      0      0    0          1       0    0        0       0      0        0
## 2      0      0    0          0       0    0        1       0      0        0
## 3      0      0    0          0       0    0        0       0      0        0
## 4      0      0    0          0       0    0        0       0      0        0
## 5      0      0    0          0       0    0        1       0      0        0
##   Minnesota Missouri North_Dakota Nebraska Ohio Oklahoma South_Dakota Wisconsin
## 1         0        0            0        0    0        0            0         0
## 2         0        0            0        0    0        0            0         0
## 3         0        0            0        0    0        0            0         0
## 4         0        0            0        0    0        0            0         0
## 5         0        0            0        0    0        0            0         0
##   Alabama Arkansas Florida Georgia Kentucky Louisiana Mississippi
## 1       0        0       0       0        0         0           0
## 2       0        0       0       0        0         0           0
## 3       0        0       0       0        0         0           0
## 4       0        0       0       0        0         0           0
## 5       0        0       0       0        0         0           0
##   North_Carolina South_Carolina Tennessee Texas Virginia West_Virginia
## 1              0              0         0     0        0             0
## 2              0              0         0     0        0             0
## 3              0              0         0     0        0             0
## 4              0              0         0     0        0             0
## 5              0              0         0     0        0             0
##   Connecticut Washington_D.C Delaware Massachusetts Maryland Maine
## 1           0              0        0             0        0     0
## 2           0              0        0             0        0     0
## 3           0              0        0             0        0     0
## 4           0              0        0             0        0     0
## 5           0              0        0             0        0     0
##   New_Hampshire New_Jersey New_York Pennsylvania Rhode_Island Vermont
## 1             0          0        0            0            0       0
## 2             0          0        0            0            0       0
## 3             0          0        0            0            0       0
## 4             0          0        0            0            0       0
## 5             0          0        0            0            0       0
##   Territories_Guam Territories_Northern_Mariana_Islands Territories_Puerto_Rico
## 1                0                                    0                       0
## 2                0                                    0                       0
## 3                0                                    0                       0
## 4                0                                    0                       0
## 5                0                                    0                       0
##   Territories_Virgin_Islands
## 1                          0
## 2                          0
## 3                          0
## 4                          0
## 5                          0
tail(Cases_States, 5)
##           Date Alaska Arizona California Colorado Hawaii Idaho Montana
## 481 2021-06-08      0     414        792      600     33   127     137
## 482 2021-06-09     65     433        846      697     42   138      73
## 483 2021-06-10      0     370        856      596     48   102      99
## 484 2021-06-11     60     422       1136      930     74   118      71
## 485 2021-06-12      0       0          0        0      0     0       0
##     New_Mexico Nevada Oregon Utah Washington Wyoming Iowa Illinois Indiana
## 481         61    347    297  252        479      50   71      365     364
## 482         76    217    262  360        403      84  105      408     352
## 483         96    295    358  313        601      44   69      366     460
## 484        125    262    296  266        539      82  133      401     395
## 485          0      0      0    0          0       0    0        0       0
##     Kansas Michigan Minnesota Missouri North_Dakota Nebraska Ohio Oklahoma
## 481      0      293       108      460           39       37  274       80
## 482    401      257       108      378           44       29  289      124
## 483      0      301       130      482           53       35  253      122
## 484    269      318       136      438           35       43  230      178
## 485      0        0         0        0            0        0    0        0
##     South_Dakota Wisconsin Alabama Arkansas Florida Georgia Kentucky Louisiana
## 481           31       168       0      231       0     251      339       -27
## 482           10       106     657      201       0     266      198       678
## 483           21       136       0      289       0     334      213       347
## 484            8       124     606      393   11454     275      187       212
## 485            0         0       0        0       0       0        0         0
##     Mississippi North_Carolina South_Carolina Tennessee Texas Virginia
## 481          57            173             81       189  3442      117
## 482         107            285            147       199  3561      187
## 483         194            312             49       362 -2623      201
## 484         236            283            104       140  1108       91
## 485           0              0              0         0     0        0
##     West_Virginia Connecticut Washington_D.C Delaware Massachusetts Maryland
## 481            78          66             23       21           100       78
## 482            60         108              8       37           116      126
## 483            91          57             24       33            85      121
## 484            70          31              7       38           121      113
## 485             0           0              0        0             0        0
##     Maine New_Hampshire New_Jersey New_York Pennsylvania Rhode_Island Vermont
## 481    26             3        147      442          310           32      13
## 482    38            52        153      426          330           47       5
## 483    48            44        214      566          267           34      14
## 484    37            28        157      480          265           26       6
## 485     0             0          0        0            0            0       0
##     Territories_Guam Territories_Northern_Mariana_Islands
## 481                5                                    0
## 482                9                                    0
## 483                6                                    0
## 484                6                                    0
## 485                0                                    0
##     Territories_Puerto_Rico Territories_Virgin_Islands
## 481                      50                          0
## 482                      10                         44
## 483                      29                          0
## 484                      61                         38
## 485                       0                          0

First, we used the arrange function to arrange by the date, after we can see our data starts at the 21.1.20 and ends at the 11.6.21.


Creating data frames for region

We want to create data frame representing the regions so we have a look over the data from another angle.

Region_Cases <- Cases %>% 
  mutate(Total_West = rowSums(.[2:14]), Total_Midwest = rowSums(.[15:27]),
         Total_South = rowSums(.[28:40]), Total_Northeast = rowSums(.[41:52]),
         Total_Territories = rowSums(.[53:56])) %>% 
  select(Date, Total_West, Total_Midwest , Total_South, Total_Northeast,
         Total_South, Total_Northeast, Total_Territories)


Cleaning the data

Now that we organized the data we would want to check if there are incorrect values in the data frame.

First, we will use the filter function to check for negative values.

Cases_States %>% 
    filter_all(any_vars(.<0))
##          Date Alaska Arizona California Colorado Hawaii Idaho Montana
## 1  2020-04-23      2     310       1973     -670      4    34       3
## 2  2020-04-26      2     246       1027      447      2    10       3
## 3  2020-05-04      2     279       1321      272      1    27       2
## 4  2020-05-05      1     386       1275      431      4    21      -1
## 5  2020-05-11      2     261       1259      174      2    30       1
## 6  2020-05-14      4     498       2023      343     -1    27       0
## 7  2020-05-18      3     233       1591      255      0    36       2
## 8  2020-05-22      2     293       2247      299     -5    61       0
## 9  2020-05-26      2     222       2175      267      0    73       0
## 10 2020-05-27      1     479       2247      232      1    32       2
## 11 2020-06-06     12    1119       3115      220      9    28      -1
## 12 2020-06-11     17    1412       3090      125      7    42       2
## 13 2020-06-17     20    1827       3455      208      4    92      16
## 14 2020-06-19     14    3246       4317      235     27   128      11
## 15 2020-07-19     79    2359       9329      343     27   571      62
## 16 2020-07-25     89    3740      10066      806     71   563     221
## 17 2020-08-15     83     933      12614      293    282   304     118
## 18 2020-08-18     62     915       4636      249    134   384      54
## 19 2020-08-27     80     680       4430      349    306   342     144
## 20 2020-08-30     44     374       6070      182    200   190      89
## 21 2020-09-25    122     515       3400      709    112   523     322
## 22 2020-09-28    116     273       2955      411     87   422     306
## 23 2020-10-05    208     316       3055      461     50   458     212
## 24 2020-10-06    139     864       1677      654     83   660     500
## 25 2020-10-14    143     901       2666      692     99   645     599
## 26 2021-02-07      0    1544      15064     1034     75     0      73
## 27 2021-02-09    115    4381       8251      934     31   437     374
## 28 2021-03-17    170     445       2441      626     69   454     140
## 29 2021-04-26    439     750       2116     1011     67   542      14
## 30 2021-05-13     83     544       1443     1846     74   149     112
## 31 2021-06-08      0     414        792      600     33   127     137
## 32 2021-06-10      0     370        856      596     48   102      99
##    New_Mexico Nevada Oregon Utah Washington Wyoming Iowa Illinois Indiana
## 1         169    127     68  167        259       6  176     1826     601
## 2          66     63     58  175        202       8  383     2126     617
## 3         181     65     79  142        277       9  534     2341     574
## 4         107    103     80  132        132       8  408     2122     526
## 5         206     54     58  111        231       6  414     1266     501
## 6         139    105     63  129        261       6  386     3239     580
## 7         158     49     64  146        178      11  304     2294     477
## 8         153    146     47  183        148       0  550     2758     473
## 9         104    126     18   99        116       4  176     1178     363
## 10        122    115     71   86        225       5  658     1111     359
## 11        128    194     92  546        449       5  343      975     419
## 12        117    235    177  388        137      25  265      766     411
## 13        132    184    120  407        253      18  236      546     227
## 14        107    410    206  586        409      21  429      692     308
## 15        235   1288    430  785        920      15  511      965     917
## 16        313    931    388  661       1025      36  642     1426     922
## 17        142    859    405  345        746      36  808     1828    1044
## 18         79    672    225  263        543      21  183     1740     841
## 19        188    554    190  383        542      31 1467     1707    1145
## 20        105    447    261  178        441      35 1009     1992     879
## 21        263    556    449 1411        988      97 1182     2514    1171
## 22        141    463    174  827        369     117  562     1709     872
## 23        155    337    279 1105        402     114  387     1853     830
## 24        315    479    291  716        387      91  578     1617     970
## 25        577    479    380 1144        734     174 1153     2862    1165
## 26        342    651    381  908          0     -36  507     2060    1724
## 27        413    546    513  918        678       9  676     2082    1130
## 28        243    301    209  699        742      85  488     1655     902
## 29        623    840    621  246       1811      91  182     2137     682
## 30        200    436    718  418       1141      87  202     1918     882
## 31         61    347    297  252        479      50   71      365     364
## 32         96    295    358  313        601      44   69      366     460
##    Kansas Michigan Minnesota Missouri North_Dakota Nebraska Ohio Oklahoma
## 1     271     1325       221      184           30      311  533      123
## 2     118      575       156      171           64      296  377       60
## 3     215      196       571      368           34      424  515       72
## 4     213      447       617      162           41      355  463       83
## 5     132      414       528       74           27      257  509       24
## 6       0     1191       518      175           65      341  555      110
## 7     454      773       704      156           31      277  426       88
## 8     419      403       805      218           88      237  584      169
## 9       0      223       645      124          -35      264  522       47
## 10    119      504       504      201           17      357  364       92
## 11      0      224       521      189           71      164  312       56
## 12      0      218       447      203           39      290  410      146
## 13    262      204       414      208           42      195  392      259
## 14    378      211       356      293           33      176  576      352
## 15      0      483       734      846          112      102 1071      209
## 16      0      437       803     1357          122      221 1426      965
## 17      0     1015       690     1127          122      253 1071      901
## 18      0      477       345      794          135      262  785      615
## 19      0      758      1154     1512          333      374 1158      712
## 20      0      539       932     1465          218      293  895      667
## 21   1366      929      1177     1978          434      431 1051     1276
## 22   2037     1308       904     -130          259      515  880      861
## 23   1597     1407       973      987          312      452  999      665
## 24      0      903       941     1165          502      498 1222     1364
## 25   1293     1359      1189     4449          702      924 1880     1122
## 26      0        0       762      769           49      301 1639     2174
## 27      0      563       497      649           -9      344 2060     1070
## 28    686     3164       793      407          134      111  955      491
## 29    493     6524       975      195          121      100 1133      728
## 30      0     2057       880      451          114      159  738      153
## 31      0      293       108      460           39       37  274       80
## 32      0      301       130      482           53       35  253      122
##    South_Dakota Wisconsin Alabama Arkansas Florida Georgia Kentucky Louisiana
## 1            98       207     243      207    1072     772      108       481
## 2            65       224     208       92     689     706      169       261
## 3            37       272     173       27     819     409      115       333
## 4            53       330     308       67     542     549      577       323
## 5            97       199     275       31     386     853      237       215
## 6            60       373     351      130     808     526      145       827
## 7            40       144     315       54     854     380      247       277
## 8           106       511     360      154     776     722      130       421
## 9            67       279     666      151     509     409      349       245
## 10           57       599     379       97     379     691      124       443
## 11           90       322     636      450    1270     688      297       497
## 12           61       333     848      448    1698     993       61       442
## 13           84       256     390      415    2610     952      156       928
## 14           49       278     787      703    3822    1097      251      -119
## 15           44       830    1685      695   12478    3251      967      3116
## 16          105       953    1949      732   12198    3787      775         0
## 17           94       829    1161     -400    6352    3273      552         0
## 18           83       634    1220      410    3838    2816      480       640
## 19          623       878     668      722    3269    2484      602       677
## 20          380       537    1172      478    2583    1215      394      1624
## 21          457      2504     798      897    2847    1468      758       706
## 22          197      1726     501      807     738     596      387       240
## 23          180      1696     477      417    1415     789      469       218
## 24          278      2020     632      641    2251     936      692       532
## 25          813      3107     662     1079    2883    1297      979       320
## 26           64       671     846      672    6624    3153     1127      1330
## 27          107       681     855     1475    7023    2583     1322       867
## 28          130       318     622      325    4599    1127      603       280
## 29           79       367     183       63    3513     653      161       689
## 30           58       485    1019      192    4064     805      446       323
## 31           31       168       0      231       0     251      339       -27
## 32           21       136       0      289       0     334      213       347
##    Mississippi North_Carolina South_Carolina Tennessee Texas Virginia
## 1          259            388            156       424   875      675
## 2          193            207            237       478   858      586
## 3          327            184            131       394   784      767
## 4          330            408             84       119  1037      717
## 5          173            281            139       559  1000      927
## 6          393            691            159       329  1448     1038
## 7          136            511            126       623   909      690
## 8          402            758            259       433  1181      780
## 9          273            176            238       358   589     1550
## 10         313            488            207       341  1361      836
## 11         265           1370            463       551  1940      842
## 12           0           1310            682       471  1826      490
## 13         489           1002            561       313  3129      401
## 14           0           1652           1075      1188  3454      543
## 15         792           1820           2369      1779  7300     1070
## 16        1434           2097           1376      1718  6020     1227
## 17         825           1536            994      1289  8245      845
## 18         795           1263            669      1034  7282      793
## 19         585           2091            464      1826  5600     1047
## 20         647           1051           1036       835  3824      891
## 21         722           1579           1035      1910  4633      835
## 22         190            864            540       737  4090      410
## 23         215           2248            540      2489  3409      556
## 24         975           1268            684      1676  4132      548
## 25         876           1619            766      1709  4826      682
## 26         900           3923           2357      2387  5420     2084
## 27         656           2215           1500      1636 10653     2343
## 28         352           1102            801      1826  4284      830
## 29         638           4273            411      2010  1720      599
## 30         362           1014            224       841  1700      426
## 31          57            173             81       189  3442      117
## 32         194            312             49       362 -2623      201
##    West_Virginia Connecticut Washington_D.C Delaware Massachusetts Maryland
## 1             18         631            155      108          3079      962
## 2             28         687            142      458          1590      815
## 3             15         686            154       80          1000      946
## 4             32         648            152       83          1184      709
## 5              6         211            117      118           669      786
## 6             30         609            152      271          1685     1091
## 7             -1         697            147      199          1042      958
## 8             23         432            105      143           805      893
## 9             23         430            109      101           422      535
## 10            70         -15             72       30           527      736
## 11            18         358             70       72           505      712
## 12            24         114             52       50           346      732
## 13            26          80             29       41           180      560
## 14            35         117             49      112           152      319
## 15            70           0             67       90           218      925
## 16           164           0             68      -27           210     1288
## 17           185           0             41       56           366      818
## 18            95         -12             52       57           175      520
## 19           121         130             72      -10           365      577
## 20           144           0             34       -6           174      497
## 21           238         115             57      138           454      559
## 22           151         560             14      129           367      477
## 23           119         823             28      120           465      501
## 24           172         121            105      103           454      413
## 25           216         164             64       71           518      575
## 26           418           0            158      762          3004     1566
## 27           322         869            145      279          1319      976
## 28           192         373             81      372          1640      917
## 29           183        2167             55      237           812      557
## 30           331         471             68      125           616      474
## 31            78          66             23       21           100       78
## 32            91          57             24       33            85      121
##    Maine New_Hampshire New_Jersey New_York Pennsylvania Rhode_Island Vermont
## 1     30            82       4124     6244         1369          415       2
## 2     25            77       3515     5902         1116          310       8
## 3    -49            70       1525     2538          825          175       5
## 4     14            48       2324     2239          865          281       5
## 5     16            89       1413     1660          543          176      -1
## 6     33            83       1144     2390          938          181       3
## 7     22            56       1705     1250          822          121       0
## 8     71            79       1247     1696         -841          165       2
## 9     36            34        672     1072          432          145       5
## 10    20            55        864     1129          736          143       4
## 11    43            66        557     1108          687            0      19
## 12    30            31        470      736          435          106      15
## 13    10            72        277      567          313           49      -1
## 14    31            36        389      796          502           68       9
## 15    14            15        -31      502          776            0      12
## 16    30            40        513      750         1030            0      11
## 17    29            16        278      734          834            0       8
## 18    14            13        331      655          696          120       3
## 19    19            35        307      791          595          135       9
## 20    15             8        291      698          647            0      11
## 21    14            41        548      908          752         -130       7
## 22    14            36        559      834          645          243       3
## 23    19            35        511      933          662          343      32
## 24    20            51        629     1393          927          177       4
## 25    31            70        938     1232         1097          204       3
## 26   121           318       3924    10025         4255            0     134
## 27   125           419       3069     7866         2941          330      59
## 28   148           297       3521     8976         2341          434      59
## 29   174           114      -9195     3039         1592          636      41
## 30   211           211        356     2216         1630          -21      73
## 31    26             3        147      442          310           32      13
## 32    48            44        214      566          267           34      14
##    Territories_Guam Territories_Northern_Mariana_Islands
## 1                 2                                    0
## 2                 1                                    0
## 3                 0                                    0
## 4                 1                                    0
## 5                 0                                    3
## 6                -1                                    0
## 7                 0                                    2
## 8                 0                                    1
## 9                 1                                    0
## 10                3                                    0
## 11                0                                    0
## 12                1                                    0
## 13                2                                    0
## 14                8                                    0
## 15                0                                    0
## 16                0                                    1
## 17                0                                    0
## 18               19                                    1
## 19              112                                    0
## 20                0                                    0
## 21               23                                    0
## 22               35                                    0
## 23               54                                    2
## 24               65                                    0
## 25               75                                    0
## 26                6                                    0
## 27                9                                    0
## 28                3                                   -1
## 29                8                                    0
## 30                2                                    0
## 31                5                                    0
## 32                6                                    0
##    Territories_Puerto_Rico Territories_Virgin_Islands
## 1                       38                          0
## 2                      -45                          4
## 3                       35                          0
## 4                       81                          0
## 5                       58                          0
## 6                       98                          0
## 7                       64                          0
## 8                      117                          0
## 9                       64                          0
## 10                      73                          0
## 11                     295                          0
## 12                   -3926                          0
## 13                       7                          1
## 14                       3                          0
## 15                     330                         14
## 16                     248                         16
## 17                     339                         30
## 18                     648                         36
## 19                     459                         22
## 20                     243                         11
## 21                     712                          6
## 22                     660                          1
## 23                     363                         -5
## 24                     238                         -1
## 25                     490                         -1
## 26                     458                          0
## 27                     189                         12
## 28                      58                          0
## 29                     657                          3
## 30                      75                          5
## 31                      50                          0
## 32                      29                          0

We see that we have 32 rows containing negative values.

we know that the data represent cases that occurred in the states, so none of them should be negative.

At the beginning we thought the negative values are incorrect and we should replace them to positive values, but after studding the reason for the negative values we understand that they represent over count.

We planed to do statistical calculation over the data, so a better choice would be to leave the negative values. Also we would want to present some insights about specific days, so it might be better to change the negative values to 0.

We decided to leave the negative values in the part that we do the statistical analysis and after change the values to 0.


Statistical analysis

We would want to do some statistical analysis over the data for a better understanding.

We will create a function that will help us with those calculations.

stats <- function(data){
    mean_data <- mean(data, na.rm = T)
    std_data <- sd(data ,na.rm = T)
    med_data <- median(data, na.rm = T)
    max_data <- max(data, na.rm = T)
    data_insigts <- c(mean_data,std_data,med_data,max_data) 
    return (data_insigts)
}

The function will calculate Mean, Std, Median and Max value for each vector.


Analysis for states cases data frame

We would want to calculate statistic analysis for the cases data frame.

We used the map_df function for making the code shorter.

#organize df for map function
Stats_Df <- Cases_States %>% 
  select(all_of(2:56))
#use stats function over all the data with map
Stats_Data <-map_df(Stats_Df, stats)
#Setting Estimate vector
Estimate <- c("Mean","Std","Median","Max")

#setting stats_data df
Stats_Data <- Stats_Data %>% 
  mutate("Estimate"= Estimate) %>% 
  relocate(Estimate)

Stats_Data
## # A tibble: 4 x 56
##   Estimate Alaska Arizona California Colorado Hawaii Idaho Montana New_Mexico
##   <chr>     <dbl>   <dbl>      <dbl>    <dbl>  <dbl> <dbl>   <dbl>      <dbl>
## 1 Mean       140.   1826.      7618.    1134.   72.5  399     232.       421.
## 2 Std        182.   2430.     10852.    1249.   66.5  448.    308.       554.
## 3 Median      67     750       3329      630    63    283     127        199 
## 4 Max        922   17234      53711     6439   354   2298    1642       3665 
## # ... with 47 more variables: Nevada <dbl>, Oregon <dbl>, Utah <dbl>,
## #   Washington <dbl>, Wyoming <dbl>, Iowa <dbl>, Illinois <dbl>, Indiana <dbl>,
## #   Kansas <dbl>, Michigan <dbl>, Minnesota <dbl>, Missouri <dbl>,
## #   North_Dakota <dbl>, Nebraska <dbl>, Ohio <dbl>, Oklahoma <dbl>,
## #   South_Dakota <dbl>, Wisconsin <dbl>, Alabama <dbl>, Arkansas <dbl>,
## #   Florida <dbl>, Georgia <dbl>, Kentucky <dbl>, Louisiana <dbl>,
## #   Mississippi <dbl>, North_Carolina <dbl>, South_Carolina <dbl>,
## #   Tennessee <dbl>, Texas <dbl>, Virginia <dbl>, West_Virginia <dbl>,
## #   Connecticut <dbl>, Washington_D.C <dbl>, Delaware <dbl>,
## #   Massachusetts <dbl>, Maryland <dbl>, Maine <dbl>, New_Hampshire <dbl>,
## #   New_Jersey <dbl>, New_York <dbl>, Pennsylvania <dbl>, Rhode_Island <dbl>,
## #   Vermont <dbl>, Territories_Guam <dbl>,
## #   Territories_Northern_Mariana_Islands <dbl>, Territories_Puerto_Rico <dbl>,
## #   Territories_Virgin_Islands <dbl>


With those calculations we can have some insights: Let’s see which state has the highest number of cases in a single day

colnames(Stats_Data)[apply(Stats_Data,1,which.max)][1]
## [1] "California"
Stats_Data %>%
  summarise_if(is.numeric,max) %>%
  max()
## [1] 53711

It might be because California population is very large.
But let’s not assume things before we check the proportion of it’s population compeare with other states

  • We can explore the average number of cases in each state.

  • We can understand in which states the corona was stable and in which wasn’t by the Std value - we have an assumption that in states with high std compared to the population count the corona affected the population in multiple waves.

  • We noticed that corona virus almost didnt affect the Northen Mariana Islands as the average number of cases per day is less then 1 and the maximum number of cases per day is 8.


We want to see the data from a different perspective, so we created a box plot representing the region data.

 region_box_plot <- Region_Cases %>% 
  gather(key,value,-Date) %>% 
  ggplot(aes(x = reorder(key,value), y = value, fill = key)) +
  geom_boxplot(notch = TRUE) +
  scale_fill_manual(values=c("#66CC99", "#E69F00", "#56B4E9", "#293352","#CC6666")) + 
  labs(x = "Regions", y = "Value", title = "Box plot of total cases", subtitle = "Sum by each region and territory", fill = "Regions")
ggplotly(region_box_plot) %>% 
     layout(title = list(text = paste0('Box plot of total cases','<br>','<sup>','Summed by each region and territory','</sup>')))

Graph explanation:

  • South region had the highest cases

  • Territories area had the Least number of cases - an assumption would be because they are islands and it was easier for them to not allow entry to their areas.

  • Median , q1 , q3 top and bottom cases per day.


Adding a Population data set

Because the number of confirmed cases differs between states, where one of the reasons is the size of the potential population to be infected.
We normalized the total number of confirmed cases by th state population in it.
Here is a link for the source of the data set “https://www.infoplease.com/us/states/state-population-by-rank

We will now perform web-scraping in order to extract the table from the web

population_url <-"https://www.infoplease.com/us/states/state-population-by-rank"
paths_allowed(population_url)
## [1] TRUE

Note: We have turned off the comments issued by the chunk, because they are only prints of the system and irrelevant.


# Population_Df <- read_html(population_url)
# Population_Df <- Population_Df %>%
#   html_nodes ('#A0922497 > tbody')%>%
#   html_table()%>%
#   as.data.frame()%>%
#   mutate(Percent_of_Total= as.numeric(gsub("%", "", Percent.of.Total)),# replaced the percentages symbol %.
#   State= gsub(" ", "_", State), "Size_Population"= as.numeric(gsub(",", "", July.2019.Estimate))) %>%
#   select(Rank,State,Percent_of_Total,Size_Population)

# saveRDS(Population_Df, file = "data\\Population_Df.rds")


We would like to have a quick look at the data we will use glimpse

Population_Df<- readRDS("data\\Population_Df.rds")
glimpse(Population_Df)
## Rows: 52
## Columns: 4
## $ Rank             <int> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16~
## $ State            <chr> "California", "Texas", "Florida", "New_York", "Illino~
## $ Percent_of_Total <dbl> 11.91, 8.74, 6.47, 5.86, 3.86, 3.82, 3.52, 3.20, 3.16~
## $ Size_Population  <dbl> 39512223, 28995881, 21477737, 19453561, 12671821, 128~

We can see that we have:

  • State’s name column.

  • Rank column - this column is an indexing that organize the states by the size of population, where as the state with the highest population size, California, ranked by 1.

  • Percent of the state’s population compare to the total population in the US.

  • Population count for each state.


We will use the head function to see the data

head(Population_Df, n = 10)
##    Rank          State Percent_of_Total Size_Population
## 1     1     California            11.91        39512223
## 2     2          Texas             8.74        28995881
## 3     3        Florida             6.47        21477737
## 4     4       New_York             5.86        19453561
## 5     5       Illinois             3.86        12671821
## 6     6   Pennsylvania             3.82        12801989
## 7     7           Ohio             3.52        11689100
## 8     8        Georgia             3.20        10617423
## 9     9 North_Carolina             3.16        10488084
## 10   10       Michigan             3.01         9986857


Note: we added a function that scrapes the territories data from the internet by web scrapping, because we didn’t have it in the first population.

fetch_population <- function(selector){
  Territories_pop_url <- 'https://www.nationsonline.org/oneworld/US-states-population.htm'
  population <- read_html(Territories_pop_url)%>% 
  html_nodes (selector)%>%
  html_text()
  gsub(',','',population)%>%as.numeric()
}


Guam_selector <- 'body > div:nth-child(62) > div > div > div.ContCellPop'
Northern_Mariana_Islands_selector <- 'body > div:nth-child(63) > div > div > div.ContCellPop'
Puerto_Rico_selector <- 'body > div:nth-child(64) > div > div > div.ContCellPop'
Virgin_Islands_selector <- 'body > div:nth-child(65) > div > div > div.ContCellPop'


selectors <- c(Guam_selector,Northern_Mariana_Islands_selector,Puerto_Rico_selector,Virgin_Islands_selector)
get_population <- map_dbl(selectors,fetch_population)

Territor_pop_df <- tibble(
    State = Territories,
  Size_Population = get_population)

Territor_pop_df
## # A tibble: 4 x 2
##   State                                Size_Population
##   <chr>                                          <dbl>
## 1 Territories_Guam                              168000
## 2 Territories_Northern_Mariana_Islands           51000
## 3 Territories_Puerto_Rico                      3194000
## 4 Territories_Virgin_Islands                    106000
Pop_Df <- Population_Df %>%
  select(State,Size_Population)
Pop_Df <- rbind(Pop_Df,Territor_pop_df)
Pop_Df
##                                   State Size_Population
## 1                            California        39512223
## 2                                 Texas        28995881
## 3                               Florida        21477737
## 4                              New_York        19453561
## 5                              Illinois        12671821
## 6                          Pennsylvania        12801989
## 7                                  Ohio        11689100
## 8                               Georgia        10617423
## 9                        North_Carolina        10488084
## 10                             Michigan         9986857
## 11                           New_Jersey         8882190
## 12                             Virginia         8535519
## 13                           Washington         7614893
## 14                              Arizona         7278717
## 15                        Massachusetts         6949503
## 16                            Tennessee         6833174
## 17                              Indiana         6732219
## 18                             Missouri         6137428
## 19                             Maryland         6045680
## 20                            Wisconsin         5822434
## 21                             Colorado         5758736
## 22                            Minnesota         5639632
## 23                       South_Carolina         5148714
## 24                              Alabama         4903185
## 25                            Louisiana         4648794
## 26                             Kentucky         4467673
## 27                               Oregon         4217737
## 28                             Oklahoma         3956971
## 29                          Connecticut         3565287
## 30                                 Utah         3205958
## 31                                 Iowa         3155070
## 32                               Nevada         3080156
## 33                             Arkansas         3017825
## 34                          Mississippi         2976149
## 35                               Kansas         2913314
## 36                           New_Mexico         2096829
## 37                             Nebraska         1934408
## 38                        West_Virginia         1792147
## 39                                Idaho         1787065
## 40                               Hawaii         1415872
## 41                        New_Hampshire         1359711
## 42                                Maine         1344212
## 43                              Montana         1068778
## 44                         Rhode_Island         1059361
## 45                             Delaware          973764
## 46                         South_Dakota          884659
## 47                         North_Dakota          762062
## 48                               Alaska          731545
## 49                                   DC          705749
## 50                              Vermont          623989
## 51                              Wyoming          578759
## 52                           Total_U.S.       321418820
## 53                     Territories_Guam          168000
## 54 Territories_Northern_Mariana_Islands           51000
## 55              Territories_Puerto_Rico         3194000
## 56           Territories_Virgin_Islands          106000


We built another 2 function for creating normalized cases count.

Description of the functions :

  1. append_factor - adding for each state or area another column representing region.

  2. apply_norm - function for creating the normalized cases count.

append_factor<-function(df){
  res<-as.vector(df$State)
  for(i in 1:length(res)){
  if (res[i] %in% West){res[i]="West"}
  if (res[i] %in% Midwest){res[i]="Midwest"}
  if (res[i] %in% South){res[i]="South"}
  if (res[i] %in% Northeast){res[i]="Northeast"}
  if (res[i] %in% Territories){res[i]="Territories"}
  }
  df<-df %>% mutate(Region=res)
  return(df)
}

apply_norm <- function(df1,df2){
  new_df<- df1 %>%
  select_if(is.numeric) %>% map_df(sum) %>%
     pivot_longer(cols = everything(),names_to = "State", values_to = "Count") %>% 
        left_join(df2, by = "State") %>%
    mutate(Normed = round(Count/Size_Population,digits=3)) %>% 
    drop_na()
    new_df<-append_factor(new_df)
    return(new_df)
}

Normed_Cases <-apply_norm(Cases_States, Pop_Df)

Note: While using the function we removed Washington DC. because it isn’t a state or territory.


Normed_Cases[which.max(Normed_Cases$Size_Population), ]
## # A tibble: 1 x 5
##   State        Count Size_Population Normed Region
##   <chr>        <dbl>           <dbl>  <dbl> <chr> 
## 1 California 3694498        39512223  0.094 West

** Coming back to our understand that the amount of confirmed cases was the highest at US was at California, now we can be sure that in fact base on another data set that California has the maximum inhabitants at USA. **


Plots

Bar plot representing the cases normalized to population size by each region

We would plot the sum of cases in each state normalized by their population size and present them while we use the facet wrap function for separating for each region.

ggplot(data= Normed_Cases, aes(x =Normed , y = reorder(State,Normed) , fill = Region))+
  geom_bar(stat = "identity", color = "black", position="stack") +
  scale_x_continuous(labels=scales::percent) +
  scale_fill_manual(values=c("#66CC99", "#E69F00", "#56B4E9","#CC6666", "#293352"))+
  facet_wrap(~Region, ncol = 2,scales = "free") +

  geom_vline(data=Normed_Cases, aes(xintercept=mean(Normed), color=Region),
             color="red", size=0.8)+
  
  labs(x = "Cases ratio", y = " ", title = "Bar plot of the cases ratio in each state", subtitle = "Divided to each region and normalized by population count", fill = "Region")

Graph explanation:

  • The states with the highest ratio of cases compared to population are:

    • Midwest region - North Dakota

    • Northeast region - Rhode Island

    • West region - Utah

    • South region - Tennessee

  • In most of the states more then 5% of the population was affected by the corona.

  • Compared to the other regions the Midwest region population was affected the most.

  • Hawaii is the state the was affected at the lowest level compared to all the states.

  • We added a red line representing the mean normalized cases count for an observation for which states are above or under the mean.


Exploration for total cases df

We would want to present a plot that shows the change by count of each column that represent total counting in the total df. We will create a line plot that represent the changes over time for the total count normalized by the total population count.

For start lets have a glimpse over the df and explain the columns that we have

glimpse(Total_Df)
## Rows: 485
## Columns: 8
## $ Date            <date> 2020-01-21, 2020-01-24, 2020-01-25, 2020-01-26, 2020-~
## $ Confirmed_Daily <dbl> 1, 1, 1, 2, 1, 1, 1, 3, 1, 0, 2, 0, 1, 0, 4, 5, 18, 15~
## $ Confirmed_Total <dbl> 1, 2, 3, 5, 6, 7, 8, 11, 12, 12, 14, 14, 15, 15, 19, 2~
## $ Deaths_Daily    <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 4, ~
## $ Deaths_Total    <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 6, ~
## $ Recovered_Daily <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 2, 1, 0, 0, 0, 1, 2, 0, ~
## $ Recovered_Total <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 5, 6, 6, 6, 6, 7, 9, 9, ~
## $ Active_Total    <dbl> 1, 2, 3, 5, 6, 7, 8, 11, 12, 9, 9, 8, 9, 9, 13, 16, 31~

Note: we explained the columns while we glimpsed cases df.


We would want to add the data frame some new variables that can help us in further calculations, We will add: total and daily ratio for death and recovery cases.

New_Total_Df <-Total_Df %>% filter(Confirmed_Daily>0) %>% 
  mutate(Total_Death_Ratio =Deaths_Total/Confirmed_Total,
         Daily_Death_Ratio =Deaths_Daily/Confirmed_Daily,
         Total_Recover_Ratio = Recovered_Total/Confirmed_Total,
         Daily_Recover_Ratio = Recovered_Daily/Confirmed_Daily) 
New_Total_Df 
##           Date Confirmed_Daily Confirmed_Total Deaths_Daily Deaths_Total
## 1   2020-01-21               1               1            0            0
## 2   2020-01-24               1               2            0            0
## 3   2020-01-25               1               3            0            0
## 4   2020-01-26               2               5            0            0
## 5   2020-01-30               1               6            0            0
## 6   2020-01-31               1               7            0            0
## 7   2020-02-01               1               8            0            0
## 8   2020-02-02               3              11            0            0
## 9   2020-02-05               1              12            0            0
## 10  2020-02-20               2              14            0            0
## 11  2020-02-26               1              15            0            0
## 12  2020-02-28               4              19            0            0
## 13  2020-02-29               5              24            1            1
## 14  2020-03-01              18              42            1            2
## 15  2020-03-02              15              57            4            6
## 16  2020-03-03              28              85            3            9
## 17  2020-03-04              26             111            2           11
## 18  2020-03-05              64             175            0           11
## 19  2020-03-06              77             252            3           14
## 20  2020-03-07             101             353            5           19
## 21  2020-03-08             144             497            2           21
## 22  2020-03-09             148             645            5           26
## 23  2020-03-10             291             936            5           31
## 24  2020-03-11             269            1205            6           37
## 25  2020-03-12             393            1598            4           41
## 26  2020-03-13             565            2163            8           49
## 27  2020-03-14             662            2825            7           56
## 28  2020-03-15             676            3501            6           62
## 29  2020-03-16             872            4373           14           76
## 30  2020-03-17            1291            5664           21           97
## 31  2020-03-18            2410            8074           26          123
## 32  2020-03-19            3948           12022           52          175
## 33  2020-03-20            5417           17439           55          230
## 34  2020-03-21            6271           23710           68          298
## 35  2020-03-22            8631           32341          110          408
## 36  2020-03-23           10410           42751          111          519
## 37  2020-03-24            9939           52690          162          681
## 38  2020-03-25           12226           64916          225          906
## 39  2020-03-26           17050           81966          253         1159
## 40  2020-03-27           19046          101012          433         1592
## 41  2020-03-28           20093          121105          447         2039
## 42  2020-03-29           19118          140223          392         2431
## 43  2020-03-30           20463          160686          555         2986
## 44  2020-03-31           25305          185991          821         3807
## 45  2020-04-01           26756          212747          940         4747
## 46  2020-04-02           28879          241626         1075         5822
## 47  2020-04-03           32525          274151         1185         7007
## 48  2020-04-04           33725          307876         1353         8360
## 49  2020-04-05           25717          333593         1175         9535
## 50  2020-04-06           29359          362952         1212        10747
## 51  2020-04-07           30512          393464         1927        12674
## 52  2020-04-08           32282          425746         1936        14610
## 53  2020-04-09           34243          459989         1856        16466
## 54  2020-04-10           33578          493567         2078        18544
## 55  2020-04-11           31869          525436         1899        20443
## 56  2020-04-12           28057          553493         1493        21936
## 57  2020-04-13           24685          578178         1462        23398
## 58  2020-04-14           25987          604165         2378        25776
## 59  2020-04-15           29465          633630         2438        28214
## 60  2020-04-16           32076          665706         2141        30355
## 61  2020-04-17           30915          696621         2080        32435
## 62  2020-04-18           28084          724705         1743        34178
## 63  2020-04-19           26013          750718         1634        35812
## 64  2020-04-20           25132          775850         1643        37455
## 65  2020-04-21           25178          801028         2624        40079
## 66  2020-04-22           29246          830274         2119        42198
## 67  2020-04-23           31277          861551         1840        44038
## 68  2020-04-24           35930          897481         2053        46091
## 69  2020-04-25           34782          932263         1825        47916
## 70  2020-04-26           26858          959121         1161        49077
## 71  2020-04-27           22042          981163         1237        50314
## 72  2020-04-28           24359         1005522         2204        52518
## 73  2020-04-29           25869         1031391         2536        55054
## 74  2020-04-30           29637         1061028         2083        57137
## 75  2020-05-01           32964         1093992         1794        58931
## 76  2020-05-02           30531         1124523         1668        60599
## 77  2020-05-03           25382         1149905         1117        61716
## 78  2020-05-04           21278         1171183          877        62593
## 79  2020-05-05           22226         1193409         2435        65028
## 80  2020-05-06           24805         1218214         2701        67729
## 81  2020-05-07           27514         1245728         1971        69700
## 82  2020-05-08           27095         1272823         1695        71395
## 83  2020-05-09           25537         1298360         1555        72950
## 84  2020-05-10           20687         1319047          945        73895
## 85  2020-05-11           17777         1336824          840        74735
## 86  2020-05-12           21436         1358260         1591        76326
## 87  2020-05-13           20481         1378741         1715        78041
## 88  2020-05-14           26742         1405483         1858        79899
## 89  2020-05-15           25335         1430818         1524        81423
## 90  2020-05-16           24482         1455300         1231        82654
## 91  2020-05-17           19692         1474992          785        83439
## 92  2020-05-18           21100         1496092          792        84231
## 93  2020-05-19           19658         1515750         1425        85656
## 94  2020-05-20           22344         1538094         1528        87184
## 95  2020-05-21           24942         1563036         1286        88470
## 96  2020-05-22           22209         1585245         1262        89732
## 97  2020-05-23           22695         1607940         1089        90821
## 98  2020-05-24           20243         1628183          646        91467
## 99  2020-05-25           18543         1646726          504        91971
## 100 2020-05-26           16653         1663379          634        92605
## 101 2020-05-27           18666         1682045         1379        93984
## 102 2020-05-28           22980         1705025         1216        95200
## 103 2020-05-29           23497         1728522         1175        96375
## 104 2020-05-30           23826         1752348          979        97354
## 105 2020-05-31           21686         1774034          605        97959
## 106 2020-06-01           16040         1790074          478        98437
## 107 2020-06-02           20039         1810113         1039        99476
## 108 2020-06-03           19679         1829792         1004       100480
## 109 2020-06-04           20975         1850767          909       101389
## 110 2020-06-05           23288         1874055          849       102238
## 111 2020-06-06           23381         1897436          725       102963
## 112 2020-06-07           18535         1915971          448       103411
## 113 2020-06-08           16301         1932272          491       103902
## 114 2020-06-09           17180         1949452          926       104828
## 115 2020-06-10           20246         1969698          861       105689
## 116 2020-06-11           17848         1987546          812       106501
## 117 2020-06-12           24422         2011968          758       107259
## 118 2020-06-13           25942         2037910          654       107913
## 119 2020-06-14           21141         2059051          345       108258
## 120 2020-06-15           18307         2077358          384       108642
## 121 2020-06-16           23048         2100406          739       109381
## 122 2020-06-17           23620         2124026          742       110123
## 123 2020-06-18           27082         2151108          694       110817
## 124 2020-06-19           30927         2182035          682       111499
## 125 2020-06-20           31963         2213998          550       112049
## 126 2020-06-21           28095         2242093          283       112332
## 127 2020-06-22           26558         2268651          292       112624
## 128 2020-06-23           33315         2301966          766       113390
## 129 2020-06-24           37945         2339911          688       114078
## 130 2020-06-25           38853         2378764          644       114722
## 131 2020-06-26           44726         2423490          598       115320
## 132 2020-06-27           43581         2467071          507       115827
## 133 2020-06-28           40691         2507762          250       116077
## 134 2020-06-29           36390         2544152          338       116415
## 135 2020-06-30           43865         2588017          613       117028
## 136 2020-07-01           52609         2640626          670       117698
## 137 2020-07-02           54869         2695495          671       118369
## 138 2020-07-03           57209         2752704          610       118979
## 139 2020-07-04           50693         2803397          273       119252
## 140 2020-07-05           42953         2846350          212       119464
## 141 2020-07-06           46733         2893083          234       119698
## 142 2020-07-07           51108         2944191          917       120615
## 143 2020-07-08           62459         3006650          813       121428
## 144 2020-07-09           57443         3064093          868       122296
## 145 2020-07-10           67021         3131114          855       123151
## 146 2020-07-11           62408         3193522          718       123869
## 147 2020-07-12           60964         3254486          477       124346
## 148 2020-07-13           57936         3312422          282       124628
## 149 2020-07-14           61834         3374256          785       125413
## 150 2020-07-15           65370         3439626          873       126286
## 151 2020-07-16           69984         3509610          924       127210
## 152 2020-07-17           76091         3585701          936       128146
## 153 2020-07-18           65389         3651090          879       129025
## 154 2020-07-19           63591         3714681          512       129537
## 155 2020-07-20           55896         3770577          390       129927
## 156 2020-07-21           63496         3834073         1039       130966
## 157 2020-07-22           68377         3902450         1103       132069
## 158 2020-07-23           70719         3973169         1082       133151
## 159 2020-07-24           74360         4047529         1150       134301
## 160 2020-07-25           65944         4113473          985       135286
## 161 2020-07-26           58631         4172104          552       135838
## 162 2020-07-27           54806         4226910         1079       136917
## 163 2020-07-28           58540         4285450         1144       138061
## 164 2020-07-29           63255         4348705         1449       139510
## 165 2020-07-30           68543         4417248         1231       140741
## 166 2020-07-31           66364         4483612         1323       142064
## 167 2020-08-01           60817         4544429         1207       143271
## 168 2020-08-02           53561         4597990          462       143733
## 169 2020-08-03           41963         4639953          505       144238
## 170 2020-08-04           51185         4691138         1265       145503
## 171 2020-08-05           51884         4743022         1328       146831
## 172 2020-08-06           53305         4796327         1248       148079
## 173 2020-08-07           60184         4856511         1287       149366
## 174 2020-08-08           55692         4912203         1109       150475
## 175 2020-08-09           48769         4960972          554       151029
## 176 2020-08-10           40171         5001143          432       151461
## 177 2020-08-11           54443         5055586         1334       152795
## 178 2020-08-12           55170         5110756         1486       154281
## 179 2020-08-13           51335         5162091         1149       155430
## 180 2020-08-14           55057         5217148         1234       156664
## 181 2020-08-15           55348         5272496         1190       157854
## 182 2020-08-16           42181         5314677          616       158470
## 183 2020-08-17           37240         5351917          400       158870
## 184 2020-08-18           39794         5391711         1205       160075
## 185 2020-08-19           43798         5435509         1369       161444
## 186 2020-08-20           43027         5478536         1122       162566
## 187 2020-08-21           49743         5528279         1113       163679
## 188 2020-08-22           46183         5574462         1013       164692
## 189 2020-08-23           36422         5610884          554       165246
## 190 2020-08-24           33618         5644502          348       165594
## 191 2020-08-25           36047         5680549         1136       166730
## 192 2020-08-26           42355         5722904         1260       167990
## 193 2020-08-27           43814         5766718         1118       169108
## 194 2020-08-28           45447         5812165         1009       170117
## 195 2020-08-29           44269         5856434         1007       171124
## 196 2020-08-30           36939         5893373          434       171558
## 197 2020-08-31           31658         5925031          399       171957
## 198 2020-09-01           41535         5966566         1021       172978
## 199 2020-09-02           37630         6004196         1016       173994
## 200 2020-09-03           42973         6047169         1066       175060
## 201 2020-09-04           50183         6097352          979       176039
## 202 2020-09-05           43725         6141077          903       176942
## 203 2020-09-06           33174         6174251          442       177384
## 204 2020-09-07           26850         6201101          224       177608
## 205 2020-09-08           22292         6223393          354       177962
## 206 2020-09-09           30011         6253404         1044       179006
## 207 2020-09-10           36080         6289484         1134       180140
## 208 2020-09-11           43811         6333295         1004       181144
## 209 2020-09-12           41534         6374829          808       181952
## 210 2020-09-13           33506         6408335          383       182335
## 211 2020-09-14           33252         6441587          397       182732
## 212 2020-09-15           34364         6475951         1027       183759
## 213 2020-09-16           39095         6515046         1007       184766
## 214 2020-09-17           42592         6557638          852       185618
## 215 2020-09-18           47136         6604774          902       186520
## 216 2020-09-19           43628         6648402          716       187236
## 217 2020-09-20           34586         6682988          311       187547
## 218 2020-09-21           39127         6722115          309       187856
## 219 2020-09-22           48206         6770321          826       188682
## 220 2020-09-23           37666         6807987         1140       189822
## 221 2020-09-24           42917         6850904          909       190731
## 222 2020-09-25           48567         6899471          883       191614
## 223 2020-09-26           45752         6945223          846       192460
## 224 2020-09-27           34892         6980115          301       192761
## 225 2020-09-28           33189         7013304          257       193018
## 226 2020-09-29           37368         7050672          745       193763
## 227 2020-09-30           43119         7093791         1017       194780
## 228 2020-10-01           43979         7137770          861       195641
## 229 2020-10-02           48249         7186019          820       196461
## 230 2020-10-03           48200         7234219          745       197206
## 231 2020-10-04           36845         7271064          363       197569
## 232 2020-10-05           37737         7308801          341       197910
## 233 2020-10-06           38752         7347553          626       198536
## 234 2020-10-07           46477         7394030          899       199435
## 235 2020-10-08           54043         7448073          950       200385
## 236 2020-10-09           56842         7504915          919       201304
## 237 2020-10-10           55615         7560530          643       201947
## 238 2020-10-11           43677         7604207          464       202411
## 239 2020-10-12           41828         7646035          283       202694
## 240 2020-10-13           46691         7692726          731       203425
## 241 2020-10-14           54696         7747422          848       204273
## 242 2020-10-15           61028         7808450          889       205162
## 243 2020-10-16           66485         7874935          863       206025
## 244 2020-10-17           56862         7931797          775       206800
## 245 2020-10-18           50144         7981941          404       207204
## 246 2020-10-19           54312         8036253          436       207640
## 247 2020-10-20           55934         8092187          827       208467
## 248 2020-10-21           59962         8152149         1131       209598
## 249 2020-10-22           69302         8221451          966       210564
## 250 2020-10-23           77057         8298508          908       211472
## 251 2020-10-24           78890         8377398          865       212337
## 252 2020-10-25           62285         8439683          366       212703
## 253 2020-10-26           62938         8502621          435       213138
## 254 2020-10-27           69652         8572273          906       214044
## 255 2020-10-28           75605         8647878         1008       215052
## 256 2020-10-29           86898         8734776         1034       216086
## 257 2020-10-30           89223         8823999          914       217000
## 258 2020-10-31           90807         8914806          905       217905
## 259 2020-11-01           72226         8987032          414       218319
## 260 2020-11-02           81650         9068682          460       218779
## 261 2020-11-03           85361         9154043         1090       219869
## 262 2020-11-04          100456         9254499         1075       220944
## 263 2020-11-05          113498         9367997         1132       222076
## 264 2020-11-06          131084         9499081         1160       223236
## 265 2020-11-07          128546         9627627         1045       224281
## 266 2020-11-08          102444         9730071          471       224752
## 267 2020-11-09          119825         9849896          600       225352
## 268 2020-11-10          128772         9978668         1366       226718
## 269 2020-11-11          139231        10117899         1462       228180
## 270 2020-11-12          149472        10267371         1115       229295
## 271 2020-11-13          166850        10434221         1227       230522
## 272 2020-11-14          159725        10593946         1281       231803
## 273 2020-11-15          138231        10732177          661       232464
## 274 2020-11-16          148947        10881124          656       233120
## 275 2020-11-17          154500        11035624         1510       234630
## 276 2020-11-18          157005        11192629         1756       236386
## 277 2020-11-19          178160        11370789         1956       238342
## 278 2020-11-20          187600        11558389         1809       240151
## 279 2020-11-21          170981        11729370         1406       241557
## 280 2020-11-22          143863        11873233          883       242440
## 281 2020-11-23          157518        12030751          915       243355
## 282 2020-11-24          158322        12189073         2019       245374
## 283 2020-11-25          178040        12367113         2165       247539
## 284 2020-11-26          118289        12485402         1257       248796
## 285 2020-11-27          194300        12679702         1316       250112
## 286 2020-11-28          147831        12827533         1156       251268
## 287 2020-11-29          129897        12957430          817       252085
## 288 2020-11-30          148440        13105870         1107       253192
## 289 2020-12-01          169319        13275189         2388       255580
## 290 2020-12-02          190410        13465599         2662       258242
## 291 2020-12-03          201605        13667204         2647       260889
## 292 2020-12-04          215957        13883161         2436       263325
## 293 2020-12-05          204126        14087287         2275       265600
## 294 2020-12-06          170846        14258133         1080       266680
## 295 2020-12-07          185999        14444132         1331       268011
## 296 2020-12-08          192941        14637073         2617       270628
## 297 2020-12-09          200163        14837236         3043       273671
## 298 2020-12-10          206805        15044041         2787       276458
## 299 2020-12-11          221389        15265430         2806       279264
## 300 2020-12-12          210495        15475925         2326       281590
## 301 2020-12-13          177266        15653191         1410       283000
## 302 2020-12-14          190792        15843983         1408       284408
## 303 2020-12-15          178336        16022319         2824       287232
## 304 2020-12-16          217049        16239368         3331       290563
## 305 2020-12-17          215435        16454803         3304       293867
## 306 2020-12-18          226197        16681000         2681       296548
## 307 2020-12-19          192923        16873923         2644       299192
## 308 2020-12-20          179717        17053640         1508       300700
## 309 2020-12-21          177696        17231336         1486       302186
## 310 2020-12-22          174220        17405556         3037       305223
## 311 2020-12-23          206596        17612152         3251       308474
## 312 2020-12-24          190985        17803137         2790       311264
## 313 2020-12-25          125903        17929040         1397       312661
## 314 2020-12-26          176189        18105229         1356       314017
## 315 2020-12-27          143519        18248748         1330       315347
## 316 2020-12-28          161248        18409996         1509       316856
## 317 2020-12-29          178188        18588184         3268       320124
## 318 2020-12-30          206176        18794360         3572       323696
## 319 2020-12-31          211433        19005793         3171       326867
## 320 2021-01-01          174071        19179864         2444       329311
## 321 2021-01-02          258867        19438731         2252       331563
## 322 2021-01-03          207306        19646037         1370       332933
## 323 2021-01-04          165938        19811975         1608       334541
## 324 2021-01-05          202188        20014163         3424       337965
## 325 2021-01-06          225048        20239211         3670       341635
## 326 2021-01-07          250394        20489605         3916       345551
## 327 2021-01-08          274627        20764232         3555       349106
## 328 2021-01-09          247540        21011772         3437       352543
## 329 2021-01-10          210847        21222619         2004       354547
## 330 2021-01-11          194432        21417051         1706       356253
## 331 2021-01-12          196879        21613930         4013       360266
## 332 2021-01-13          203885        21817815         3824       364090
## 333 2021-01-14          203456        22021271         3690       367780
## 334 2021-01-15          225921        22247192         3531       371311
## 335 2021-01-16          198325        22445517         3555       374866
## 336 2021-01-17          179062        22624579         1916       376782
## 337 2021-01-18          138178        22762757         1345       378127
## 338 2021-01-19          139065        22901822         2095       380222
## 339 2021-01-20          168347        23070169         4137       384359
## 340 2021-01-21          168478        23238647         3865       388224
## 341 2021-01-22          175347        23413994         3787       392011
## 342 2021-01-23          159728        23573722         3321       395332
## 343 2021-01-24          130885        23704607         1910       397242
## 344 2021-01-25          130142        23834749         1612       398854
## 345 2021-01-26          129487        23964236         3547       402401
## 346 2021-01-27          134837        24099073         3907       406308
## 347 2021-01-28          140584        24239657         3759       410067
## 348 2021-01-29          145089        24384746         3304       413371
## 349 2021-01-30          134828        24519574         2823       416194
## 350 2021-01-31          107473        24627047         1949       418143
## 351 2021-02-01          115393        24742440         1549       419692
## 352 2021-02-02          102288        24844728         3275       422967
## 353 2021-02-03           97157        24941885         3477       426444
## 354 2021-02-04          107383        25049268         4955       431399
## 355 2021-02-05          115891        25165159         3399       434798
## 356 2021-02-06          100225        25265384         2817       437615
## 357 2021-02-07           86728        25352112         1396       439011
## 358 2021-02-08           77612        25429724         1283       440294
## 359 2021-02-09           79507        25509231         2766       443060
## 360 2021-02-10           83019        25592250         3152       446212
## 361 2021-02-11           90490        25682740         3735       449947
## 362 2021-02-12           88881        25771621         5369       455316
## 363 2021-02-13           80053        25851674         3296       458612
## 364 2021-02-14           64291        25915965         1282       459894
## 365 2021-02-15           51851        25967816         1073       460967
## 366 2021-02-16           52345        26020161         1298       462265
## 367 2021-02-17           56986        26077147         2256       464521
## 368 2021-02-18           57907        26135054         2530       467051
## 369 2021-02-19           66087        26201141         2333       469384
## 370 2021-02-20           62612        26263753         1968       471352
## 371 2021-02-21           50719        26314472         1240       472592
## 372 2021-02-22           50453        26364925         1278       473870
## 373 2021-02-23           56513        26421438         2165       476035
## 374 2021-02-24           62967        26484405         2321       478356
## 375 2021-02-25           66660        26551065         3027       481383
## 376 2021-02-26           65380        26616445         2024       483407
## 377 2021-02-27           61810        26678255         1744       485151
## 378 2021-02-28           48416        26726671         1073       486224
## 379 2021-03-01           46496        26773167         1208       487432
## 380 2021-03-02           45649        26818816         1662       489094
## 381 2021-03-03           57834        26876650         2271       491365
## 382 2021-03-04           56827        26933477         1680       493045
## 383 2021-03-05           60599        26994076         2089       495134
## 384 2021-03-06           53251        27047327         1553       496687
## 385 2021-03-07           37626        27084953          749       497436
## 386 2021-03-08           38585        27123538          562       497998
## 387 2021-03-09           46090        27169628         1623       499621
## 388 2021-03-10           53130        27222758         1385       501006
## 389 2021-03-11           53128        27275886         1477       502483
## 390 2021-03-12           59436        27335322         1626       504109
## 391 2021-03-13           46410        27381732          746       504855
## 392 2021-03-14           34840        27416572          509       505364
## 393 2021-03-15           44275        27460847          649       506013
## 394 2021-03-16           44619        27505466         1040       507053
## 395 2021-03-17           53020        27558486         1089       508142
## 396 2021-03-18           55038        27613524         1494       509636
## 397 2021-03-19           57106        27670630         1374       511010
## 398 2021-03-20           49936        27720566          735       511745
## 399 2021-03-21           36132        27756698          438       512183
## 400 2021-03-22           46947        27803645          863       513046
## 401 2021-03-23           47664        27851309          800       513846
## 402 2021-03-24           56242        27907551         1281       515127
## 403 2021-03-25           57866        27965417         1236       516363
## 404 2021-03-26           64723        28030140         1252       517615
## 405 2021-03-27           54998        28085138          798       518413
## 406 2021-03-28           43104        28128242          531       518944
## 407 2021-03-29           58606        28186848          511       519455
## 408 2021-03-30           53634        28240482          843       520298
## 409 2021-03-31           60026        28300508         1090       521388
## 410 2021-04-01           67270        28367778          877       522265
## 411 2021-04-02           61895        28429673          923       523188
## 412 2021-04-03           60216        28489889          768       523956
## 413 2021-04-04           36188        28526077          294       524250
## 414 2021-04-05           61995        28588072          383       524633
## 415 2021-04-06           53403        28641475          799       525432
## 416 2021-04-07           66295        28707770         2510       527942
## 417 2021-04-08           70347        28778117          943       528885
## 418 2021-04-09           72398        28850515          874       529759
## 419 2021-04-10           62082        28912597          767       530526
## 420 2021-04-11           44448        28957045          292       530818
## 421 2021-04-12           57890        29014935          393       531211
## 422 2021-04-13           66235        29081170          865       532076
## 423 2021-04-14           64685        29145855          771       532847
## 424 2021-04-15           64166        29210021          893       533740
## 425 2021-04-16           70917        29280938          859       534599
## 426 2021-04-17           58417        29339355          695       535294
## 427 2021-04-18           40941        29380296          345       535639
## 428 2021-04-19           57364        29437660          432       536071
## 429 2021-04-20           49952        29487612          785       536856
## 430 2021-04-21           55847        29543459          818       537674
## 431 2021-04-22           58774        29602233          829       538503
## 432 2021-04-23           56626        29658859          813       539316
## 433 2021-04-24           47774        29706633          693       540009
## 434 2021-04-25           31238        29737871          297       540306
## 435 2021-04-26           38880        29776751          414       540720
## 436 2021-04-27           43079        29819830          608       541328
## 437 2021-04-28           48254        29868084          886       542214
## 438 2021-04-29           50962        29919046          779       542993
## 439 2021-04-30           51006        29970052          815       543808
## 440 2021-05-01           43156        30013208          720       544528
## 441 2021-05-02           27643        30040851          361       544889
## 442 2021-05-03           40971        30081822          387       545276
## 443 2021-05-04           36877        30118699          801       546077
## 444 2021-05-05           38227        30156926          759       546836
## 445 2021-05-06           39575        30196501          734       547570
## 446 2021-05-07           42587        30239088          816       548386
## 447 2021-05-08           31853        30270941          680       549066
## 448 2021-05-09           21133        30292074          266       549332
## 449 2021-05-10           30478        30322552          320       549652
## 450 2021-05-11           29570        30352122          645       550297
## 451 2021-05-12           30260        30382382          734       551031
## 452 2021-05-13           33607        30415989          666       551697
## 453 2021-05-14           34670        30450659          705       552402
## 454 2021-05-15           26815        30477474          489       552891
## 455 2021-05-16           15829        30493303          313       553204
## 456 2021-05-17           23774        30517077          348       553552
## 457 2021-05-18           23623        30540700          813       554365
## 458 2021-05-19           25421        30566121          598       554963
## 459 2021-05-20           25465        30591586          619       555582
## 460 2021-05-21           25259        30616845          684       556266
## 461 2021-05-22           18269        30635114          478       556744
## 462 2021-05-23           13554        30648668          194       556938
## 463 2021-05-24           20047        30668715          342       557280
## 464 2021-05-25           19947        30688662          655       557935
## 465 2021-05-26           20765        30709427          927       558862
## 466 2021-05-27           20180        30729607         1146       560008
## 467 2021-05-28           22781        30752388          716       560724
## 468 2021-05-29           11370        30763758          282       561006
## 469 2021-05-30            7477        30771235          129       561135
## 470 2021-05-31            4954        30776189          130       561265
## 471 2021-06-01           19211        30795400          554       561819
## 472 2021-06-02           13844        30809244          559       562378
## 473 2021-06-03           15412        30824656          548       562926
## 474 2021-06-04           17988        30842644          554       563480
## 475 2021-06-05           10439        30853083          398       563878
## 476 2021-06-06            6009        30859092          343       564221
## 477 2021-06-07           12447        30871539          263       564484
## 478 2021-06-08           12126        30883665          368       564852
## 479 2021-06-09           14362        30898027          424       565276
## 480 2021-06-10            7517        30905544          383       565659
## 481 2021-06-11           23662        30929206          738       566397
##     Recovered_Daily Recovered_Total Active_Total Total_Death_Ratio
## 1                 0               0            1        0.00000000
## 2                 0               0            2        0.00000000
## 3                 0               0            3        0.00000000
## 4                 0               0            5        0.00000000
## 5                 0               0            6        0.00000000
## 6                 0               0            7        0.00000000
## 7                 0               0            8        0.00000000
## 8                 0               0           11        0.00000000
## 9                 0               0           12        0.00000000
## 10                2               5            9        0.00000000
## 11                0               6            9        0.00000000
## 12                0               6           13        0.00000000
## 13                1               7           16        0.04166667
## 14                2               9           31        0.04761905
## 15                0               9           42        0.10526316
## 16                0               9           67        0.10588235
## 17                0               9           91        0.09909910
## 18                0               9          155        0.06285714
## 19                6              15          223        0.05555556
## 20                0              15          319        0.05382436
## 21                0              15          461        0.04225352
## 22                0              15          604        0.04031008
## 23                0              15          890        0.03311966
## 24                0              15         1153        0.03070539
## 25                0              15         1542        0.02565707
## 26                1              16         2098        0.02265372
## 27               33              49         2720        0.01982301
## 28               11              60         3379        0.01770923
## 29               15              75         4222        0.01737937
## 30               32             107         5460        0.01712571
## 31                0             107         7844        0.01523408
## 32                2             109        11738        0.01455665
## 33               38             147        17062        0.01318883
## 34               24             171        22941        0.01256854
## 35                7             178        31755        0.01261557
## 36              118             296        41936        0.01214007
## 37               83             379        51630        0.01292465
## 38               15             394        63616        0.01395650
## 39             1470            1864        78943        0.01414001
## 40              601            2465        96955        0.01576050
## 41              766            3231       115835        0.01683663
## 42             1328            4559       133233        0.01733667
## 43              947            5506       152194        0.01858283
## 44             1745            7251       174933        0.02046873
## 45             1627            8878       199122        0.02231289
## 46             1525           10403       225401        0.02409509
## 47             1880           12283       254861        0.02555891
## 48             2542           14825       284691        0.02715379
## 49             3152           17977       306081        0.02858273
## 50             1596           19573       332632        0.02960998
## 51             2101           21674       359116        0.03221133
## 52             1217           22891       388245        0.03431624
## 53             3037           25928       417595        0.03579651
## 54             1386           27314       447709        0.03757139
## 55             3139           30453       474540        0.03890674
## 56             2181           32634       498923        0.03963194
## 57             4314           36948       517832        0.04046851
## 58             1872           38820       539569        0.04266384
## 59             9888           48708       556708        0.04452756
## 60             9046           57754       577597        0.04559821
## 61             2756           60510       603676        0.04656047
## 62             7775           68285       622242        0.04716126
## 63             2727           71012       643894        0.04770367
## 64             1377           72389       666006        0.04827608
## 65            10534           82923       715481        0.05003446
## 66             1127           84050       704026        0.05082419
## 67             1872           85922       731591        0.05111479
## 68            24510          110432       740958        0.05135596
## 69             7730          118162       766185        0.05139751
## 70              619          118781       791263        0.05116873
## 71            20209          138990       791859        0.05127996
## 72             3248          142238       810766        0.05222959
## 73             5173          147411       828926        0.05337840
## 74             8326          155737       848154        0.05385061
## 75             5826          161563       873498        0.05386785
## 76            12162          173725       890199        0.05388863
## 77             4538          178263       909926        0.05367052
## 78             9805          188068       920522        0.05344425
## 79            12560          200628       920522        0.05448928
## 80            12456          213084       937401        0.05559696
## 81             4166          217250       958778        0.05595122
## 82             6353          223603       977825        0.05609185
## 83            14475          238078       987332        0.05618627
## 84            18258          256336       988816        0.05602151
## 85             5889          262225       999864        0.05590489
## 86            34521          296746       985188        0.05619395
## 87            13513          310259       990441        0.05660309
## 88             7768          318027      1007557        0.05684807
## 89             8215          326242      1023153        0.05690661
## 90            12990          339232      1033414        0.05679516
## 91             7157          346389      1045164        0.05656912
## 92             9994          356383      1055478        0.05630068
## 93             4797          361180      1068914        0.05651064
## 94             8896          370076      1080834        0.05668314
## 95            12093          382169      1092397        0.05660138
## 96            21032          403201      1092312        0.05660450
## 97            43713          446914      1070205        0.05648283
## 98             4788          451702      1085014        0.05617735
## 99            12968          464670      1090085        0.05585082
## 100           15299          479969      1090805        0.05567282
## 101           10161          490130      1097931        0.05587484
## 102            8595          498725      1111100        0.05583496
## 103           20844          519569      1112578        0.05575573
## 104           15669          535238      1119756        0.05555632
## 105           64629          599867      1076208        0.05521822
## 106           15549          615416      1076221        0.05499046
## 107           30558          645974      1064663        0.05495569
## 108           42696          688670      1040642        0.05491335
## 109           23582          712252      1037126        0.05478215
## 110           26394          738646      1033171        0.05455443
## 111           13248          751894      1042579        0.05426428
## 112            9814          761708      1050852        0.05397316
## 113           11772          773480      1054890        0.05377193
## 114           15382          788862      1055762        0.05377306
## 115           19632          808494      1055515        0.05365746
## 116            7592          816086      1064959        0.05358417
## 117           25848          841934      1062775        0.05331049
## 118           12172          854106      1075891        0.05295278
## 119           15944          870050      1080743        0.05257665
## 120           19816          889866      1078850        0.05229816
## 121           13175          903041      1087984        0.05207612
## 122           15755          918796      1095107        0.05184635
## 123           12198          930994      1109297        0.05151624
## 124           25067          956061      1114475        0.05109863
## 125           16880          972941      1129008        0.05060935
## 126            7414          980355      1149406        0.05010140
## 127           22574         1002929      1153908        0.04964360
## 128           17474         1020403      1168173        0.04925790
## 129           20202         1040605      1185228        0.04875314
## 130           11688         1052293      1211749        0.04822757
## 131           16410         1068703      1239467        0.04758427
## 132           12734         1081437      1269807        0.04694920
## 133           12019         1093456      1298229        0.04628709
## 134           23721         1117177      1310560        0.04575788
## 135           26157         1143334      1327655        0.04521918
## 136           21346         1164680      1358248        0.04457201
## 137           26411         1191091      1386035        0.04391364
## 138           44397         1235488      1398237        0.04322259
## 139           24917         1260405      1423740        0.04253839
## 140           29159         1289564      1437322        0.04197095
## 141           35383         1324947      1448438        0.04137386
## 142           29916         1354863      1468713        0.04096711
## 143           37816         1392679      1492543        0.04038648
## 144           33749         1426428      1515369        0.03991263
## 145           34067         1460495      1547468        0.03933137
## 146           29951         1490446      1579207        0.03878758
## 147           26638         1517084      1613056        0.03820757
## 148           32385         1549469      1638325        0.03762443
## 149           50726         1600195      1648648        0.03716760
## 150           45767         1645962      1667378        0.03671504
## 151           33671         1679633      1702767        0.03624619
## 152           61600         1741233      1716322        0.03573806
## 153           33986         1775219      1746846        0.03533876
## 154           27119         1802338      1782806        0.03487164
## 155           47651         1849989      1790661        0.03445812
## 156           36594         1886583      1816524        0.03415845
## 157           56054         1942637      1827744        0.03384259
## 158           36980         1979617      1860401        0.03351254
## 159           48457         2028074      1885154        0.03318099
## 160           33618         2061692      1916495        0.03288851
## 161           28437         2090129      1946137        0.03255863
## 162           46474         2136603      1953390        0.03239175
## 163           49291         2185894      1961495        0.03221622
## 164           59150         2245044      1964151        0.03208081
## 165           39921         2284965      1991542        0.03186169
## 166           42607         2327572      2013976        0.03168517
## 167           35331         2362903      2038255        0.03152673
## 168           17314         2380217      2074040        0.03125996
## 169           66581         2446798      2048917        0.03108609
## 170           34882         2481680      2063955        0.03101657
## 171           58457         2540137      2056054        0.03095727
## 172           36531         2576668      2071580        0.03087342
## 173           40299         2616967      2090178        0.03075582
## 174           21503         2638470      2123258        0.03063290
## 175           26231         2664701      2145242        0.03044343
## 176           51233         2715934      2133748        0.03028528
## 177           39414         2755348      2147443        0.03022300
## 178           57255         2812603      2143872        0.03018751
## 179           30601         2843204      2163457        0.03010989
## 180           31943         2875147      2185337        0.03002867
## 181           25041         2900188      2214454        0.02993914
## 182           22536         2922724      2233483        0.02981743
## 183           50863         2973587      2219460        0.02968469
## 184           37511         3011098      2220538        0.02968909
## 185           51233         3062331      2211734        0.02970173
## 186           33579         3095910      2220060        0.02967326
## 187           31508         3127418      2237182        0.02960759
## 188           20662         3148080      2261690        0.02954402
## 189           18983         3167063      2278575        0.02945097
## 190           50918         3217981      2260927        0.02933722
## 191           36301         3254282      2259537        0.02935104
## 192           59579         3313861      2241053        0.02935398
## 193           34079         3347940      2249670        0.02932483
## 194           27898         3375838      2266210        0.02926913
## 195           32961         3408799      2276511        0.02921983
## 196           16928         3425727      2296088        0.02911032
## 197           30536         3456263      2296811        0.02902213
## 198           40650         3496913      2296675        0.02899122
## 199           50119         3547032      2283170        0.02897873
## 200           48957         3595989      2276120        0.02894908
## 201           80580         3676569      2244744        0.02887139
## 202           30431         3707000      2257135        0.02881286
## 203           18970         3725970      2270897        0.02872964
## 204           32659         3758629      2264864        0.02864137
## 205           38131         3796760      2248671        0.02859566
## 206           49335         3846095      2228303        0.02862537
## 207           33865         3879960      2229384        0.02864146
## 208           38002         3917962      2234189        0.02860186
## 209           32392         3950354      2242523        0.02854226
## 210           24595         3974949      2251051        0.02845279
## 211           52877         4027826      2231029        0.02836754
## 212           40260         4068086      2224106        0.02837560
## 213           51072         4119158      2211122        0.02835989
## 214           35881         4155039      2216981        0.02830562
## 215           36855         4191894      2226360        0.02824018
## 216           31799         4223693      2237473        0.02816256
## 217           26447         4250140      2245301        0.02806335
## 218           49385         4299525      2234734        0.02794597
## 219           46585         4346110      2235529        0.02786899
## 220           52797         4398907      2219258        0.02788225
## 221           38668         4437575      2222598        0.02784027
## 222           43144         4480719      2227138        0.02777227
## 223           43389         4524108      2228655        0.02771113
## 224           36348         4560456      2226898        0.02761573
## 225           49180         4609636      2211171        0.02752169
## 226           39047         4648683      2208226        0.02748149
## 227           51023         4699706      2199300        0.02745781
## 228           36915         4736621      2205505        0.02740926
## 229           40203         4776824      2212734        0.02733934
## 230           41685         4818509      2218504        0.02726016
## 231           30529         4849038      2224457        0.02717195
## 232           46040         4895078      2215813        0.02707831
## 233           40467         4935545      2213472        0.02702070
## 234           47835         4983380      2211215        0.02697244
## 235           41813         5025193      2222495        0.02690427
## 236           39107         5064300      2239311        0.02682296
## 237           25542         5089842      2268741        0.02671069
## 238           38320         5128162      2273634        0.02661829
## 239           56453         5184615      2258726        0.02650969
## 240           41812         5226427      2263033        0.02644381
## 241           52326         5278753      2264397        0.02636658
## 242           41386         5320139      2283148        0.02627436
## 243           75262         5395401      2273509        0.02616212
## 244           36791         5432192      2292799        0.02607228
## 245           25492         5457684      2317053        0.02595910
## 246           45584         5503268      2325345        0.02583791
## 247           42351         5545619      2338101        0.02576152
## 248           56497         5602116      2340435        0.02571077
## 249           53185         5655301      2355586        0.02561154
## 250           42860         5698161      2388875        0.02548314
## 251           43450         5741611      2423448        0.02534641
## 252           30887         5772498      2454482        0.02520272
## 253           61326         5833824      2455659        0.02506733
## 254           44140         5877964      2480265        0.02496934
## 255           55248         5933212      2499614        0.02486760
## 256           50133         5983345      2535345        0.02473859
## 257           41167         6024512      2582487        0.02459202
## 258           37926         6062438      2634463        0.02444304
## 259           41167         6103605      2665108        0.02429267
## 260           67797         6171402      2678501        0.02412467
## 261           64768         6236170      2698004        0.02401879
## 262           55849         6292019      2741536        0.02387423
## 263           48453         6340472      2805449        0.02370581
## 264           50736         6391208      2884637        0.02350080
## 265           50536         6441744      2961602        0.02329556
## 266           41676         6483420      3021899        0.02309870
## 267           69190         6552610      3071934        0.02287862
## 268           48721         6601331      3150619        0.02272027
## 269           47348         6648679      3241040        0.02255211
## 270           79441         6728120      3309956        0.02233240
## 271           61026         6789146      3414553        0.02209288
## 272          101885         6891031      3471112        0.02188070
## 273           46205         6937236      3562477        0.02166047
## 274           82068         7019304      3628700        0.02142426
## 275           68492         7087796      3713198        0.02126114
## 276           79200         7166996      3789247        0.02111979
## 277           76492         7243488      3888959        0.02096090
## 278           72835         7316323      4001915        0.02077720
## 279           87524         7403847      4083966        0.02059420
## 280           48693         7452540      4178253        0.02041904
## 281           96400         7548940      4238456        0.02022775
## 282           87744         7636684      4305256        0.02013065
## 283          168596         7805280      4314279        0.02001591
## 284           41592         7846872      4389717        0.01992695
## 285           98710         7945582      4483991        0.01972538
## 286           95657         8041239      4535026        0.01958818
## 287           65964         8107203      4598142        0.01945486
## 288          115676         8222879      4629799        0.01931898
## 289          110139         8333018      4686591        0.01925246
## 290          129329         8462347      4745010        0.01917791
## 291           99080         8561427      4844888        0.01908869
## 292           97455         8658882      4960954        0.01896722
## 293          128856         8787738      5033949        0.01885388
## 294           67855         8855593      5135860        0.01870371
## 295          126653         8982246      5193875        0.01855501
## 296          104823         9087069      5279376        0.01848922
## 297          139342         9226411      5337154        0.01844488
## 298          104454         9330865      5436718        0.01837658
## 299          176554         9507419      5478747        0.01829388
## 300          136906         9644325      5549994        0.01819536
## 301           80114         9724439      5645752        0.01807938
## 302          147224         9871663      5687912        0.01795054
## 303          136190        10007853      5727212        0.01792699
## 304          162882        10170735      5778070        0.01789251
## 305          120322        10291057      5869879        0.01785904
## 306          103229        10394286      5990166        0.01777759
## 307          151159        10545445      6029286        0.01773103
## 308           76637        10622082      6130858        0.01763260
## 309          180414        10802496      6126654        0.01753700
## 310          142601        10945097      6155236        0.01753595
## 311          156769        11101866      6201812        0.01751484
## 312          117257        11219123      6272750        0.01748366
## 313           38588        11257711      6358668        0.01743880
## 314          152790        11410501      6380711        0.01734399
## 315           85374        11495875      6437526        0.01728047
## 316          200852        11696727      6396413        0.01721108
## 317          147745        11844472      6423588        0.01722191
## 318          154322        11998794      6471870        0.01722304
## 319          127012        12125806      6553120        0.01719828
## 320           50035        12175841      6674712        0.01716962
## 321          185546        12361387      6745781        0.01705682
## 322           75571        12436958      6876146        0.01694657
## 323          299554        12736512      6740922        0.01688580
## 324          125704        12862216      6813982        0.01688629
## 325          161926        13024142      6873434        0.01687986
## 326          119175        13143317      7000737        0.01686470
## 327          116632        13259949      7155177        0.01681285
## 328          133129        13393078      7266151        0.01677836
## 329           90412        13483490      7384582        0.01670609
## 330          196971        13680461      7380337        0.01663408
## 331          135567        13816028      7437622        0.01666823
## 332          159008        13975036      7478637        0.01668774
## 333          137083        14112119      7541296        0.01670113
## 334          116850        14228969      7646826        0.01669024
## 335          114675        14343644      7727007        0.01670115
## 336           84707        14428351      7819446        0.01665366
## 337          123334        14551685      7832945        0.01661165
## 338          235167        14786852      7734748        0.01660226
## 339          181864        14968716      7717094        0.01666043
## 340          132275        15100991      7749432        0.01670596
## 341          121728        15222719      7799264        0.01674259
## 342          108230        15330949      7847441        0.01677003
## 343           78690        15409639      7897726        0.01675801
## 344          207721        15617360      7818535        0.01673414
## 345          150053        15767413      7794422        0.01679173
## 346          175344        15942757      7750008        0.01685990
## 347          127370        16070127      7759463        0.01691719
## 348          129445        16199572      7771794        0.01695203
## 349          129378        16328950      7774407        0.01697395
## 350           74893        16403843      7805061        0.01697901
## 351          225687        16629530      7693218        0.01696243
## 352          120892        16750422      7671339        0.01702442
## 353          156356        16906778      7608663        0.01709750
## 354          124851        17031629      7586240        0.01722202
## 355          114540        17146169      7584192        0.01727778
## 356          122348        17268517      7559252        0.01732073
## 357           85871        17354388      7558713        0.01731655
## 358          158196        17512584      7476846        0.01731415
## 359          126633        17639217      7426954        0.01736861
## 360          188106        17827323      7318715        0.01743543
## 361          103496        17930819      7301974        0.01751943
## 362          109493        18040312      7275993        0.01766734
## 363          112814        18153126      7239936        0.01774013
## 364           71162        18224288      7231783        0.01774559
## 365          132337        18356625      7150224        0.01775147
## 366          122793        18479418      7078478        0.01776565
## 367          117079        18596497      7016129        0.01781334
## 368          106924        18703421      6964582        0.01787067
## 369          100302        18803723      6928034        0.01791464
## 370           95549        18899272      6893129        0.01794686
## 371           73918        18973190      6868690        0.01795940
## 372          140950        19114140      6776915        0.01797350
## 373           98377        19212517      6732886        0.01801700
## 374          127812        19340329      6665720        0.01806180
## 375           95124        19435453      6634229        0.01813046
## 376           98615        19534068      6598970        0.01816197
## 377           98455        19632523      6560581        0.01818526
## 378           61783        19694306      6546141        0.01819246
## 379          123226        19817532      6468203        0.01820599
## 380           87790        19905322      6424400        0.01823697
## 381           98003        20003325      6381960        0.01828223
## 382           90117        20093442      6346990        0.01830603
## 383           89887        20183329      6315613        0.01834232
## 384           90586        20273915      6276725        0.01836363
## 385           62741        20336656      6250861        0.01836577
## 386          112978        20449634      6175906        0.01836036
## 387          100044        20549678      6120329        0.01838895
## 388           90592        20640270      6081482        0.01840394
## 389          157028        20797298      5976105        0.01842224
## 390         1233922        22031220      4799993        0.01844167
## 391           77376        22108596      4768281        0.01843766
## 392           60641        22169237      4741971        0.01843279
## 393          117314        22286551      4668283        0.01842671
## 394           53838        22340389      4658024        0.01843463
## 395          106886        22447275      4603069        0.01843868
## 396           76524        22523799      4580089        0.01845603
## 397           86526        22610325      4549295        0.01846760
## 398           73292        22683617      4525204        0.01846084
## 399           70635        22754252      4490263        0.01845259
## 400           91751        22846003      4444596        0.01845247
## 401          193582        23039585      4297878        0.01844962
## 402           93294        23132879      4259545        0.01845834
## 403           63330        23196209      4252845        0.01846434
## 404           79059        23275268      4237257        0.01846637
## 405           73236        23348504      4218221        0.01845862
## 406           62380        23410884      4198414        0.01844922
## 407           98336        23509220      4158173        0.01842899
## 408           77576        23586796      4133388        0.01842384
## 409           86666        23673462      4105658        0.01842327
## 410           80929        23754391      4091122        0.01841050
## 411           71244        23825635      4080850        0.01840288
## 412           68950        23894585      4071348        0.01839095
## 413           52118        23946703      4055124        0.01837792
## 414           76815        24023518      4039921        0.01835146
## 415           98703        24122221      3993822        0.01834514
## 416           84318        24206539      3973289        0.01839021
## 417           66330        24272869      3976363        0.01837803
## 418           73897        24346766      3973990        0.01836220
## 419           76823        24423589      3958482        0.01834930
## 420           56933        24480522      3945705        0.01833122
## 421           80334        24560856      3922868        0.01830819
## 422           65554        24626410      3922684        0.01829624
## 423           69751        24696161      3916847        0.01828209
## 424           74819        24770980      3905301        0.01827250
## 425           65207        24836187      3910152        0.01825758
## 426           69145        24905332      3898729        0.01824491
## 427           55897        24961229      3883428        0.01823123
## 428           82234        25043463      3858126        0.01821038
## 429           62072        25105535      3845221        0.01820615
## 430           71899        25177434      3828351        0.01819943
## 431           59224        25236658      3827072        0.01819130
## 432           59389        25296047      3823496        0.01818398
## 433           43827        25339874      3826750        0.01817806
## 434           39957        25379831      3817734        0.01816895
## 435           95958        25475789      3760242        0.01815913
## 436           46124        25521913      3756589        0.01815329
## 437           62834        25584747      3741123        0.01815363
## 438           56827        25641574      3734479        0.01814874
## 439           68568        25710142      3716102        0.01814505
## 440           67785        25777927      3690753        0.01814295
## 441           45873        25823800      3672162        0.01813827
## 442           85593        25909393      3627153        0.01812643
## 443           56996        25966389      3606233        0.01813083
## 444           68925        26035314      3574776        0.01813302
## 445           70097        26105411      3543520        0.01813356
## 446          219346        26324757      3365945        0.01813500
## 447           81114        26405871      3316004        0.01813839
## 448           33841        26439712      3303030        0.01813451
## 449           67715        26507427      3265473        0.01812684
## 450           50711        26558138      3243687        0.01813043
## 451           62091        26620229      3211122        0.01813653
## 452           46970        26667199      3197093        0.01813839
## 453           45622        26712821      3185436        0.01814089
## 454          385799        27098620      2825963        0.01814097
## 455           37400        27136020      2804079        0.01814182
## 456           66289        27202309      2761216        0.01813909
## 457           51018        27253327      2733008        0.01815168
## 458           45853        27299180      2711978        0.01815615
## 459           59471        27358651      2677353        0.01816127
## 460           40778        27399429      2661150        0.01816863
## 461           71813        27471242      2607128        0.01817339
## 462           31013        27502255      2589475        0.01817169
## 463           61675        27563930      2547505        0.01817096
## 464           42512        27606442      2524285        0.01818049
## 465           55826        27662268      2488297        0.01819839
## 466           39611        27701879      2467720        0.01822373
## 467           65161        27767040      2424624        0.01823351
## 468           51921        27818961      2383791        0.01823594
## 469           21923        27840884      2369216        0.01823570
## 470           22956        27863840      2351084        0.01823699
## 471           77078        27940918      2292663        0.01824360
## 472           45593        27986511      2260355        0.01825355
## 473           39064        28025575      2236155        0.01826220
## 474           29420        28054995      2224169        0.01826951
## 475           48496        28103491      2185714        0.01827623
## 476           19246        28122737      2172134        0.01828378
## 477           54922        28177659      2129396        0.01828493
## 478           43204        28220863      2097950        0.01828967
## 479           33228        28254091      2078660        0.01829489
## 480           24303        28278394      2061491        0.01830283
## 481           67930        28346324      2016485        0.01831269
##     Daily_Death_Ratio Total_Recover_Ratio Daily_Recover_Ratio
## 1         0.000000000         0.000000000        0.000000e+00
## 2         0.000000000         0.000000000        0.000000e+00
## 3         0.000000000         0.000000000        0.000000e+00
## 4         0.000000000         0.000000000        0.000000e+00
## 5         0.000000000         0.000000000        0.000000e+00
## 6         0.000000000         0.000000000        0.000000e+00
## 7         0.000000000         0.000000000        0.000000e+00
## 8         0.000000000         0.000000000        0.000000e+00
## 9         0.000000000         0.000000000        0.000000e+00
## 10        0.000000000         0.357142857        1.000000e+00
## 11        0.000000000         0.400000000        0.000000e+00
## 12        0.000000000         0.315789474        0.000000e+00
## 13        0.200000000         0.291666667        2.000000e-01
## 14        0.055555556         0.214285714        1.111111e-01
## 15        0.266666667         0.157894737        0.000000e+00
## 16        0.107142857         0.105882353        0.000000e+00
## 17        0.076923077         0.081081081        0.000000e+00
## 18        0.000000000         0.051428571        0.000000e+00
## 19        0.038961039         0.059523810        7.792208e-02
## 20        0.049504950         0.042492918        0.000000e+00
## 21        0.013888889         0.030181087        0.000000e+00
## 22        0.033783784         0.023255814        0.000000e+00
## 23        0.017182131         0.016025641        0.000000e+00
## 24        0.022304833         0.012448133        0.000000e+00
## 25        0.010178117         0.009386733        0.000000e+00
## 26        0.014159292         0.007397134        1.769912e-03
## 27        0.010574018         0.017345133        4.984894e-02
## 28        0.008875740         0.017137961        1.627219e-02
## 29        0.016055046         0.017150697        1.720183e-02
## 30        0.016266460         0.018891243        2.478699e-02
## 31        0.010788382         0.013252415        0.000000e+00
## 32        0.013171226         0.009066711        5.065856e-04
## 33        0.010153221         0.008429382        7.014953e-03
## 34        0.010843566         0.007212147        3.827141e-03
## 35        0.012744757         0.005503850        8.110300e-04
## 36        0.010662824         0.006923815        1.133525e-02
## 37        0.016299427         0.007193016        8.350941e-03
## 38        0.018403403         0.006069382        1.226894e-03
## 39        0.014838710         0.022741137        8.621701e-02
## 40        0.022734432         0.024403041        3.155518e-02
## 41        0.022246554         0.026679328        3.812273e-02
## 42        0.020504237         0.032512498        6.946333e-02
## 43        0.027122123         0.034265586        4.627865e-02
## 44        0.032444181         0.038985757        6.895870e-02
## 45        0.035132307         0.041730318        6.080879e-02
## 46        0.037224281         0.043054142        5.280654e-02
## 47        0.036433513         0.044803776        5.780169e-02
## 48        0.040118606         0.048152503        7.537435e-02
## 49        0.045689622         0.053889020        1.225648e-01
## 50        0.041282060         0.053927241        5.436152e-02
## 51        0.063155480         0.055085090        6.885815e-02
## 52        0.059971501         0.053766800        3.769903e-02
## 53        0.054200859         0.056366565        8.868966e-02
## 54        0.061885759         0.055340004        4.127703e-02
## 55        0.059587687         0.057957582        9.849697e-02
## 56        0.053213102         0.058960095        7.773461e-02
## 57        0.059226251         0.063904196        1.747620e-01
## 58        0.091507292         0.064253970        7.203602e-02
## 59        0.082742237         0.076871360        3.355846e-01
## 60        0.066747724         0.086756015        2.820177e-01
## 61        0.067281255         0.086862153        8.914766e-02
## 62        0.062063809         0.094224547        2.768480e-01
## 63        0.062814746         0.094592110        1.048322e-01
## 64        0.065374821         0.093302829        5.479071e-02
## 65        0.104217968         0.103520726        4.183811e-01
## 66        0.072454353         0.101231642        3.853518e-02
## 67        0.058829172         0.099729441        5.985229e-02
## 68        0.057138881         0.123046616        6.821598e-01
## 69        0.052469668         0.126747495        2.222414e-01
## 70        0.043227344         0.123843603        2.304714e-02
## 71        0.056120134         0.141658420        9.168406e-01
## 72        0.090479905         0.141456875        1.333388e-01
## 73        0.098032394         0.142924458        1.999691e-01
## 74        0.070283767         0.146779350        2.809326e-01
## 75        0.054423007         0.147682067        1.767383e-01
## 76        0.054632996         0.154487725        3.983492e-01
## 77        0.044007564         0.155024111        1.787881e-01
## 78        0.041216280         0.160579517        4.608046e-01
## 79        0.109556375         0.168113363        5.651039e-01
## 80        0.108889337         0.174915081        5.021568e-01
## 81        0.071636258         0.174396016        1.514138e-01
## 82        0.062557667         0.175674858        2.344713e-01
## 83        0.060892039         0.183368249        5.668246e-01
## 84        0.045680862         0.194334243        8.825833e-01
## 85        0.047252067         0.196155216        3.312707e-01
## 86        0.074220937         0.218475108        1.610422e+00
## 87        0.083736146         0.225030662        6.597822e-01
## 88        0.069478723         0.226275949        2.904794e-01
## 89        0.060153937         0.228010830        3.242550e-01
## 90        0.050281840         0.233101079        5.305939e-01
## 91        0.039863904         0.234841274        3.634471e-01
## 92        0.037535545         0.238209281        4.736493e-01
## 93        0.072489572         0.238284678        2.440228e-01
## 94        0.068385249         0.240606881        3.981382e-01
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## 402       0.022776573         0.828911107        1.658796e+00
## 403       0.021359693         0.829460508        1.094425e+00
## 404       0.019343974         0.830365742        1.221498e+00
## 405       0.014509619         0.831347313        1.331612e+00
## 406       0.012319042         0.832291048        1.447197e+00
## 407       0.008719244         0.834049270        1.677917e+00
## 408       0.015717642         0.835212232        1.446396e+00
## 409       0.018158798         0.836503076        1.443808e+00
## 410       0.013037015         0.837372282        1.203047e+00
## 411       0.014912352         0.838055190        1.151046e+00
## 412       0.012754085         0.838704040        1.145045e+00
## 413       0.008124240         0.839467095        1.440201e+00
## 414       0.006177918         0.840333619        1.239052e+00
## 415       0.014961706         0.842212945        1.848267e+00
## 416       0.037861075         0.843205132        1.271861e+00
## 417       0.013404978         0.843448826        9.428974e-01
## 418       0.012072157         0.843893636        1.020705e+00
## 419       0.012354628         0.844738679        1.237444e+00
## 420       0.006569474         0.845408155        1.280890e+00
## 421       0.006788737         0.846490127        1.387701e+00
## 422       0.013059561         0.846816342        9.897184e-01
## 423       0.011919301         0.847330126        1.078318e+00
## 424       0.013917028         0.848030202        1.166023e+00
## 425       0.012112752         0.848203258        9.194833e-01
## 426       0.011897222         0.848871149        1.183645e+00
## 427       0.008426760         0.849590794        1.365306e+00
## 428       0.007530856         0.850728726        1.433547e+00
## 429       0.015715086         0.851392612        1.242633e+00
## 430       0.014647161         0.852216865        1.287428e+00
## 431       0.014104876         0.852525483        1.007656e+00
## 432       0.014357362         0.852900208        1.048794e+00
## 433       0.014505798         0.853003907        9.173818e-01
## 434       0.009507651         0.853451513        1.279115e+00
## 435       0.010648148         0.855559728        2.468056e+00
## 436       0.014113605         0.855870506        1.070684e+00
## 437       0.018361172         0.856591504        1.302151e+00
## 438       0.015285899         0.857031805        1.115086e+00
## 439       0.015978512         0.857861107        1.344312e+00
## 440       0.016683659         0.858886094        1.570697e+00
## 441       0.013059364         0.859622785        1.659480e+00
## 442       0.009445705         0.861297331        2.089112e+00
## 443       0.021720856         0.862135147        1.545570e+00
## 444       0.019855076         0.863327847        1.803045e+00
## 445       0.018547063         0.864517747        1.771244e+00
## 446       0.019160777         0.870553933        5.150539e+00
## 447       0.021348068         0.872317481        2.546511e+00
## 448       0.012586949         0.872826073        1.601334e+00
## 449       0.010499377         0.874181929        2.221767e+00
## 450       0.021812648         0.875001030        1.714948e+00
## 451       0.024256444         0.876173205        2.051917e+00
## 452       0.019817300         0.876749364        1.397625e+00
## 453       0.020334583         0.877249356        1.315893e+00
## 454       0.018236062         0.889136022        1.438743e+01
## 455       0.019773833         0.889900973        2.362752e+00
## 456       0.014637840         0.891379899        2.788298e+00
## 457       0.034415612         0.892360915        2.159675e+00
## 458       0.023523858         0.893118888        1.803745e+00
## 459       0.024307874         0.894319471        2.335402e+00
## 460       0.027079457         0.894913535        1.614395e+00
## 461       0.026164541         0.896724001        3.930866e+00
## 462       0.014313118         0.897339323        2.288107e+00
## 463       0.017059909         0.898763773        3.076520e+00
## 464       0.032837018         0.899564862        2.131248e+00
## 465       0.044642427         0.900774476        2.688466e+00
## 466       0.056788900         0.901471958        1.962884e+00
## 467       0.031429700         0.902923051        2.860322e+00
## 468       0.024802111         0.904277072        4.566491e+00
## 469       0.017252909         0.904769796        2.932058e+00
## 470       0.026241421         0.905370057        4.633831e+00
## 471       0.028837645         0.907308169        4.012181e+00
## 472       0.040378503         0.908380322        3.293340e+00
## 473       0.035556709         0.909193439        2.534648e+00
## 474       0.030798310         0.909617055        1.635535e+00
## 475       0.038126257         0.910881127        4.645656e+00
## 476       0.057081045         0.911327430        3.202862e+00
## 477       0.021129589         0.912739044        4.412469e+00
## 478       0.030348013         0.913779598        3.562923e+00
## 479       0.029522351         0.914430264        2.313605e+00
## 480       0.050951177         0.914994216        3.233072e+00
## 481       0.031189249         0.916490517        2.870848e+00


Plot:

plot_ly(data= New_Total_Df %>% 
  gather(key,value,Deaths_Total,Confirmed_Total,Active_Total,Recovered_Total)) %>%

  add_trace(
      x = ~ Date,
      y = ~  value/sum(Pop_Df$Size_Population), #calculating total population
      color = ~ key,
      type = "scatter",
      mode = "lines",
      text = ~paste("Date: ", Date,
                    "</br>Accumulate number  : ", value,
                    "</br>Total_Population: ", sum(Pop_Df$Size_Population)),
      name = ~key) %>% 

      layout(title = paste("Line plot representing the ratio of active, confirmed, deaths and recoverd cases",
                       '<br>', "Normalized by the number of population in the US"),
             yaxis = list(title = "Ratio",  range = c(0, 0.05)), 
             xaxis = list(title = "Date"),
             legend = list(x = 0.99, y = 1))

Graph explanation:

  • We can see that the confirmed cases reached over 4% of the population.

  • The deaths ratio is less then 1%.

  • The recovery rate that change almost like the confirmed ratio.

  • the active cases ratio time line that has a peak between 1/1/21 to the 1/7/21.


Civiqs poll data frame exploration

We would start by loading the csv file

Civiqs_Poll<- read_csv('data\\civiqs_poll.csv')  # open file 
if("date" %in% colnames(Civiqs_Poll)==TRUE)
  {Civiqs_Poll$date <-as.Date(Civiqs_Poll$date, format = "%m/%d/%Y")} # cast date col from chr type to date type

Civiqs_Poll<- Civiqs_Poll %>% 
  rename_with(str_to_title) # convert capital letter in each cols name
Civiqs_Poll
## # A tibble: 41 x 4
##    Date         Dem   Rep  Diff
##    <date>     <dbl> <dbl> <dbl>
##  1 2020-02-25    35   -57    92
##  2 2020-02-26    35   -58    93
##  3 2020-02-27    35   -58    93
##  4 2020-02-28    35   -58    93
##  5 2020-02-29    36   -58    94
##  6 2020-03-01    37   -58    95
##  7 2020-03-02    37   -57    94
##  8 2020-03-03    37   -56    93
##  9 2020-03-04    38   -56    94
## 10 2020-03-05    39   -56    95
## # ... with 31 more rows


Let’s have glimpse over the data for a better understanding

glimpse(Civiqs_Poll)
## Rows: 41
## Columns: 4
## $ Date <date> 2020-02-25, 2020-02-26, 2020-02-27, 2020-02-28, 2020-02-29, 2020~
## $ Dem  <dbl> 35, 35, 35, 35, 36, 37, 37, 37, 38, 39, 39, 41, 43, 46, 49, 52, 5~
## $ Rep  <dbl> -57, -58, -58, -58, -58, -58, -57, -56, -56, -56, -56, -56, -54, ~
## $ Diff <dbl> 92, 93, 93, 93, 94, 95, 94, 93, 94, 95, 95, 97, 97, 97, 97, 96, 9~

We have 4 columns which contains:

  • Date.

  • Democrat’s concerns presented in percentage.

  • Republicans concerns presented in percentage .

  • The difference in concern between both parties calculated by the formula: Diff = Dem - Rep.

We noticed from the glimpse function that the concern value doesn’t start from 0, it starts for Rep column from -48 and for Dem column at 35.


Lets see the top and bottom of the data frame

Civiqs_Poll %>% 
  head()
## # A tibble: 6 x 4
##   Date         Dem   Rep  Diff
##   <date>     <dbl> <dbl> <dbl>
## 1 2020-02-25    35   -57    92
## 2 2020-02-26    35   -58    93
## 3 2020-02-27    35   -58    93
## 4 2020-02-28    35   -58    93
## 5 2020-02-29    36   -58    94
## 6 2020-03-01    37   -58    95
Civiqs_Poll %>% 
  tail()
## # A tibble: 6 x 4
##   Date         Dem   Rep  Diff
##   <date>     <dbl> <dbl> <dbl>
## 1 2020-03-31    79    15    64
## 2 2020-04-01    80    18    62
## 3 2020-04-02    80    19    61
## 4 2020-04-03    81    22    59
## 5 2020-04-04    81    22    59
## 6 2020-04-05    82    23    59

We see that the data we have starts at the 2020-02-25 and ends at the 2020-04-05, so we have a little bit more than a month of the concern ratio of both parties.


lets see the dimension.

dim(Civiqs_Poll)
## [1] 41  4

We have 41 rows of data meaning 41 days.


We would want to plot the concern of both parties to have a better look.

plot_ly(data= Civiqs_Poll) %>% 
  add_trace(
      x = ~ Date,
      y = ~  Dem,
      type = "scatter",
      mode = "lines+markers",
      line = list(color="steelblue"),
      marker = list(color="steelblue"),
      hoverinfo = 'text',
      text = ~paste("</br>Dem:", Dem,
                    "</br>Date:", Date),
      text = ~paste("Date: ", Date),
      name = "Democrats") %>% 
    
    add_trace(
      x = ~ Date,
      y = ~  Rep,
      type = "scatter",
      mode = "lines+markers",
      line = list(color="red"),
      marker = list(color="red"),
      hoverinfo = 'text',
      text = ~paste("</br>Rep:", Rep,
                    "</br>Date:", Date),
      name = "Republicans") %>% 

      layout(title = paste("Concern ratio in each Party",
                       '<br>', "Between dates 2020-02-25 to 2020-04-05"),
             yaxis = list(title = "Concern (%)",ticksuffix = "%", range= c(-70, 100)), 
             xaxis = list(title = "Date"),
             legend = list(x = 0.99, y = 1),
             hovermode = "compare")

Note: We have turned off the comments issued by the chunk, because they are only prints of the system and irrelevant.

Graph explanation:

As we can see the scales goes from a minus value to 100%, we can understand that the scales goes from -100% meaning no concern to 100% meaning a full concern. We noticed that we have an increase in concern by both parties that starts at the 7-8/3/2020 for 2 weeks more or less. Lets try to understand why. While exploring the cases data frame we noticed we have data about deaths cases that happened during the pandemic, we believe the death rate by the virus might affect the concern level of both parties as it affects both of them. So we would want to calculate the death rate in the same time range of the concern time range. We will calculate it by using the formula: death rate = death cases / total cases.


Graph showing the diff concern with changes during the plague

We would like to link our two data sets, and explore if the increase in the number of new cases per day and in the number of daily deaths can explain the difference in the concern of the Democratic and Republican parties.

plot_ly(data= Cases %>% filter(Date<="2020-04-05" & Date >="2020-02-25")) %>%
  
  add_trace(
      x = ~ Date,
      y = ~ Confirmed_Daily/300,
      type = "scatter",
      mode = "lines+markers",
      hoverinfo = 'text',
      text = ~paste("</br>Confirmed_Daily:", Confirmed_Daily,
                    "</br>Date:", Date),
      name = "Confirmed_Daily",
      line = list(color = "black"),
      marker = list(color = "black")) %>%
  
  add_trace(
      x = ~ Date,
      y = ~ Deaths_Daily/10,
      type = "scatter",
      mode = "lines+markers",
      hoverinfo = 'text',
      text = ~paste("</br>Deaths_Daily:", Deaths_Daily,
                    "</br>Date:", Date),
      name = "Deaths_Daily",
      line = list(color = "hotpink"),
      marker = list(color = "hotpink")) %>%
  
   add_trace(data=Civiqs_Poll,
      x = ~ Date,
      y = ~ Diff,
      type = "scatter",
      mode = "lines+markers",
      hoverinfo = 'text',
      text = ~paste("<br>Diff:", Diff,
                    "</br>Dem:", Dem,
                    "</br>Rep:", Rep,
                    "</br>Date:", Date),
      name = "Diff",
      line = list(color = "steelblue"),
      marker = list(color = "steelblue")) %>% 


  layout(title = "Difference in support along with the spread of the plague",
         yaxis = list(title = "Number"), 
         xaxis = list(title = "Date"),
         legend = list(x = 0.99, y = 1),
         hovermode = "compare")

Graph explanation:

Let’s divide the tendency of diff line to 3 stages.

  1. First Stage: It can be noted that when the number of new cases and the number of deaths per day is low, the difference in opinions is high which can explain a polarization in the opinions of both parties.

  2. Second Stage: As the number of deaths per day and the verified increases, it can be seen that the difference in the opinions of the two parties decreases significantly, which can explain the common concern of the two parties regarding dealing with the party in US.

  3. Third Stage: At the end of the graph where there is a kind of stabilization in the difference between the parties that occurs along with the decrease in mortality and the decrease in the number of infected per day.

Note: we chose to divide some number just to explain a tendency and how it impact on other tendency. The real number is presented in text box.

p <- New_Total_Df %>% 
  select(Date,Total_Death_Ratio,Daily_Death_Ratio) %>%
  gather(key,value, -Date) %>% 
  ggplot(aes(x = Date, y = value, color = key)) +
  scale_x_date(limits = as.Date(c("2020-02-25","2020-04-05"))) +
    scale_y_continuous(labels=scales::percent) +
  geom_line() +
  labs(x = "Date", y = "Death ratio (%)", title = "Line plot representing Death Ratio", subtitle = "Over the USA population between dates 2020-02-25 to 2020-04-05")
ggplotly(p)%>% 
   layout(title = list(text = paste0('Line plot representing Death Ratio',
                                    '<br>',
                                    '<sup>',
                                     'Over the USA population between dates 2020-02-25 to 2020-04-05','</sup>')))

Graph explanation:

We can see that we have a steep rise in the death ratio that starts at the begging of march, that can explain the increase in concern for both parties.

We would want to check if the death cases can cause the increase in concern. We will create a plot combing the daily death and the concern ratio for both parties.


Brief description for the plot :

  1. We reset the level of concern to 0 for both parties in order to test their rise

  2. We join the concern and total_df by date to get the information only at the specific dates we have.

  3. We used gather function to do pivot longer for the 2 parties data

  4. we created a dot plot with regression presenting the increase of concern by the increase in daily death cases.

p <- Civiqs_Poll %>% 
  mutate(Dem = (Dem-35)/100, Rep = (Rep+58)/100) %>% 
  left_join(Total_Df, by = "Date") %>% 
  gather(key,value,Rep,Dem) %>% 
  ggplot(aes(y =value, x = Deaths_Daily, color = key)) +
  scale_y_continuous(labels=scales::percent) +
  geom_point() +geom_smooth(se=F) +
  labs(y = "Concern Rate", x = "Death Daily", title = "Increase in mutal concern for both parties", color = "Party")
ggplotly(p) %>% 
   layout(title = list(text = paste0('Dot plot representing the increase in concern for both parties',
                                    '<br>',
                                    '<sup>',
                                     'While daily deaths number goes up','</sup>')))

Graph explanation:

It can be seen that while the death daily count increased the concern ratio for both parties increased dramatically. The concern ratio in the Republican party has an increase of almost 80% and the Democratic party by 40%.

Note: We have turned off the comments issued by the chunk, because they are only prints of the system and irrelevant